Data Preprocessing

Libraries

# Others
library(caret)
library(doParallel)
library(dplyr)
library(forcats)
library(ggplot2)
library(gmodels)
library(pROC)
# ANN
library(data.table)
library(keras)
library(mltools)
library(tfruns)

Other Options

options(scipen=10000)
install_keras(method="conda", envname="r", tensorflow="gpu")
Collecting package metadata (current_repodata.json): ...working... done
Solving environment: ...working... done


==> WARNING: A newer version of conda exists. <==
  current version: 4.9.2
  latest version: 4.10.1

Please update conda by running

    $ conda update -n base -c defaults conda



# All requested packages already installed.

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Installation complete.

Data Load

kdd_header = as.character(unlist(kdd_header[1,]))
Error in kdd_header[1, ] : incorrect number of dimensions

Data Cleaning

Convert discrete variables

kdd$land = as.factor(kdd$land)
levels(kdd$land) = list("other"=0, "same"=1)
kdd$logged_in = as.factor(kdd$logged_in)
levels(kdd$logged_in) = list("fail"=0, "success"=1)
kdd$root_shell = as.factor(kdd$root_shell)
levels(kdd$root_shell) = list("nonroot"=0, "root"=1)
kdd$su_attempted = as.factor(kdd$su_attempted)
levels(kdd$su_attempted) = list("no"=0, "yes"=1)
kdd$is_hot_login = as.factor(kdd$is_hot_login)
levels(kdd$is_hot_login) = list("no"=0, "yes"=1)
kdd$is_guest_login = as.factor(kdd$is_guest_login)
levels(kdd$is_guest_login) = list("no"=0, "yes"=1)

Clean target variable

levels(kdd$eventType) = gsub("\\.", "", levels(kdd$eventType))

Drop column with no variance

kdd$num_outbound_cmds = NULL

Drop nulls - there shouldn’t be any

colSums(is.na(kdd))
                   duration               protocol_type                     service                        flag                   src_bytes 
                          0                           0                           0                           0                           0 
                  dst_bytes                        land              wrong_fragment                      urgent                         hot 
                          0                           0                           0                           0                           0 
          num_failed_logins                   logged_in             num_compromised                  root_shell                su_attempted 
                          0                           0                           0                           0                           6 
                   num_root          num_file_creations                  num_shells            num_access_files                is_hot_login 
                          0                           0                           0                           0                           0 
             is_guest_login                       count                   srv_count                 serror_rate             srv_serror_rate 
                          0                           0                           0                           0                           0 
                rerror_rate             srv_rerror_rate               same_srv_rate               diff_srv_rate          srv_diff_host_rate 
                          0                           0                           0                           0                           0 
             dst_host_count          dst_host_srv_count      dst_host_same_srv_rate      dst_host_diff_srv_rate dst_host_same_src_port_rate 
                          0                           0                           0                           0                           0 
dst_host_srv_diff_host_rate        dst_host_serror_rate    dst_host_srv_serror_rate        dst_host_rerror_rate    dst_host_srv_rerror_rate 
                          0                           0                           0                           0                           0 
                  eventType 
                          0 
kdd = kdd[complete.cases(kdd),]
colSums(is.na(kdd))
                   duration               protocol_type                     service                        flag                   src_bytes 
                          0                           0                           0                           0                           0 
                  dst_bytes                        land              wrong_fragment                      urgent                         hot 
                          0                           0                           0                           0                           0 
          num_failed_logins                   logged_in             num_compromised                  root_shell                su_attempted 
                          0                           0                           0                           0                           0 
                   num_root          num_file_creations                  num_shells            num_access_files                is_hot_login 
                          0                           0                           0                           0                           0 
             is_guest_login                       count                   srv_count                 serror_rate             srv_serror_rate 
                          0                           0                           0                           0                           0 
                rerror_rate             srv_rerror_rate               same_srv_rate               diff_srv_rate          srv_diff_host_rate 
                          0                           0                           0                           0                           0 
             dst_host_count          dst_host_srv_count      dst_host_same_srv_rate      dst_host_diff_srv_rate dst_host_same_src_port_rate 
                          0                           0                           0                           0                           0 
dst_host_srv_diff_host_rate        dst_host_serror_rate    dst_host_srv_serror_rate        dst_host_rerror_rate    dst_host_srv_rerror_rate 
                          0                           0                           0                           0                           0 
                  eventType 
                          0 

Add new target variable

kdd = kdd %>% mutate(eventCategory = case_when(eventType %in% c("back","land","neptune",
                                                                "pod","smurf","teardrop") ~ "dos",
                                               eventType %in% c("buffer_overflow","loadmodule",
                                                                "perl","rootkit") ~ "u2r",
                                               eventType %in% c("ftp_write","guess_passwd","imap",
                                                                "multihop","phf","spy","warezclient",
                                                                "warezmaster") ~ "r21",
                                               eventType %in% c("ipsweep","nmap","portsweep",
                                                                "satan") ~ "probe",
                                               TRUE ~ "normal"))
kdd$eventCategory = as.factor(kdd$eventCategory)

Data Exploration and Additional Processing

Correlation Matrix

get_upper_matrix <- function(matrix){
  matrix[lower.tri(matrix)] <- NA
  return(matrix)
}
corr_mat = melt(get_upper_matrix(cor(kdd[sapply(kdd,is.numeric)])))
The melt generic in data.table has been passed a matrix and will attempt to redirect to the relevant reshape2 method; please note that reshape2 is deprecated, and this redirection is now deprecated as well. To continue using melt methods from reshape2 while both libraries are attached, e.g. melt.list, you can prepend the namespace like reshape2::melt(get_upper_matrix(cor(kdd[sapply(kdd, is.numeric)]))). In the next version, this warning will become an error.
ggplot(data = corr_mat, aes(x=Var1, y=Var2, fill=value)) + 
  geom_tile(color="white") +
  scale_fill_gradient2(midpoint=0,limit=c(-1,1)) +
  theme(axis.text.x=element_text(angle=90, vjust=.5, hjust=1))

Correlation measures

corr_filt = corr_mat[abs(corr_mat$value) > .9 & 
                       abs(corr_mat$value) < 1 & 
                       !is.na(corr_mat$value),]
corr_filt[order(corr_filt$Var1),]

Drop columns for high correlation

kdd$num_compromised = NULL
kdd$serror_rate = NULL
kdd$rerror_rate = NULL
kdd$srv_serror_rate = NULL
kdd$srv_rerror_rate = NULL
kdd$srv_count = NULL
kdd$dst_host_srv_rerror_rate = NULL
kdd$dst_host_same_srv_rate = NULL
kdd$dst_host_srv_serror_rate = NULL
kdd$is_hot_login = NULL

Recheck correlation matrix

corr_mat = melt(get_upper_matrix(cor(kdd[sapply(kdd,is.numeric)])))
The melt generic in data.table has been passed a matrix and will attempt to redirect to the relevant reshape2 method; please note that reshape2 is deprecated, and this redirection is now deprecated as well. To continue using melt methods from reshape2 while both libraries are attached, e.g. melt.list, you can prepend the namespace like reshape2::melt(get_upper_matrix(cor(kdd[sapply(kdd, is.numeric)]))). In the next version, this warning will become an error.
ggplot(data = corr_mat, aes(x=Var1, y=Var2, fill=value)) + 
  geom_tile(color="white") +
  scale_fill_gradient2(midpoint=0,limit=c(-1,1)) +
  theme(axis.text.x=element_text(angle=90, vjust=.5, hjust=1))

Drop additional columns

# Do not use due to more severe class imbalance
kdd$eventType = NULL
# Do not use due to high levels
kdd$service = NULL

Categoric Variables

## protocol_type
as.data.frame(sort(table(kdd$protocol_type)))
ggplot(kdd, mapping=aes(x=fct_rev(fct_infreq(protocol_type)))) +
  geom_bar(stat="count", fill="steelblue") +
  xlab("protocol type") +
  ylab("count of protocol types") +
  scale_y_continuous(n.breaks=10) +
  theme_minimal() +
  coord_flip()

### flag
as.data.frame(sort(table(kdd$flag)))
ggplot(kdd, mapping=aes(x=fct_rev(fct_infreq(flag)))) +
  geom_bar(stat="count", fill="steelblue") +
  xlab("flag type") +
  ylab("count of flags") +
  scale_y_continuous(n.breaks=10) +
  theme_minimal() +
  coord_flip()

## eventCategory
as.data.frame(sort(table(kdd$eventCategory)))
ggplot(kdd, mapping=aes(x=fct_rev(fct_infreq(eventCategory)))) +
  geom_bar(stat="count", fill="steelblue") +
  xlab("event type") +
  ylab("count of event types") +
  scale_y_continuous(n.breaks=10) +
  theme_minimal() +
  coord_flip()

## land
as.data.frame(sort(table(kdd$land)))
ggplot(kdd, mapping=aes(x=fct_rev(fct_infreq(land)))) +
  geom_bar(stat="count", fill="steelblue") +
  xlab("land type") +
  ylab("count of land type") +
  scale_y_continuous(n.breaks=10) +
  theme_minimal() +
  coord_flip()

## logged in
as.data.frame(sort(table(kdd$logged_in)))
ggplot(kdd, mapping=aes(x=fct_rev(fct_infreq(logged_in)))) +
  geom_bar(stat="count", fill="steelblue") +
  xlab("logged in status") +
  ylab("count of logged in status") +
  scale_y_continuous(n.breaks=10) +
  theme_minimal() +
  coord_flip()

## root shell
as.data.frame(sort(table(kdd$root_shell)))
ggplot(kdd, mapping=aes(x=fct_rev(fct_infreq(root_shell)))) +
  geom_bar(stat="count", fill="steelblue") +
  xlab("shell level") +
  ylab("count of shell level") +
  scale_y_continuous(n.breaks=10) +
  theme_minimal() +
  coord_flip()

## su attempt
as.data.frame(sort(table(kdd$su_attempted)))
ggplot(kdd, mapping=aes(x=fct_rev(fct_infreq(su_attempted)))) +
  geom_bar(stat="count", fill="steelblue") +
  xlab("su attempt") +
  ylab("count of su attempt") +
  scale_y_continuous(n.breaks=10) +
  theme_minimal() +
  coord_flip()

## guest login
as.data.frame(sort(table(kdd$is_guest_login)))
ggplot(kdd, mapping=aes(x=fct_rev(fct_infreq(is_guest_login)))) +
  geom_bar(stat="count", fill="steelblue") +
  xlab("guest login") +
  ylab("count of guest login") +
  scale_y_continuous(n.breaks=10) +
  theme_minimal() +
  coord_flip()

Numeric Variables

colfunc = colorRampPalette(c("orange2","orangered4"))
boxplot(duration~eventCategory, data=kdd,
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

boxplot(src_bytes~eventCategory, data=kdd,
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

boxplot(dst_bytes~eventCategory, data=kdd, 
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

boxplot(count~eventCategory, data=kdd, 
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

boxplot(dst_host_count~eventCategory, data=kdd, 
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

boxplot(dst_host_srv_count~eventCategory, data=kdd, 
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

boxplot(hot~eventCategory, data=kdd, 
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

boxplot(num_file_creations~eventCategory, data=kdd, 
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

boxplot(same_srv_rate~eventCategory, data=kdd, 
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

boxplot(diff_srv_rate~eventCategory, data=kdd, 
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

boxplot(dst_host_diff_srv_rate~eventCategory, data=kdd, 
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

boxplot(dst_host_same_src_port_rate~eventCategory, data=kdd, 
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

boxplot(dst_host_srv_diff_host_rate~eventCategory, data=kdd, 
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

boxplot(dst_host_serror_rate~eventCategory, data=kdd, 
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

boxplot(dst_host_rerror_rate~eventCategory, data=kdd, 
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

Data Analysis

Training and Test data

set.seed(1)
train_index = createDataPartition(kdd$eventCategory, p=0.9, list=FALSE)
kdd_test_x = as.data.frame(kdd[-train_index,-30])
kdd_test_y = as.data.frame(kdd[-train_index, 30])
colnames(kdd_test_y)[1] = "eventCategory"
kdd_train = kdd[train_index,]
val_index = createDataPartition(kdd_train$eventCategory, p=0.1, list=FALSE)
kdd_val_x = as.data.frame(kdd_train[val_index,-30])
kdd_val_y = as.data.frame(kdd_train[val_index, 30])
colnames(kdd_val_y)[1] = "eventCategory"
kdd_train_x = kdd_train[-val_index,-30]
kdd_train_y = kdd_train[-val_index, 30]

Naive Bayes

set.seed(1)
cl = makePSOCKcluster(detectCores(logical=FALSE))
registerDoParallel(cl)
kdd_nb = caret::train(kdd_train_x, kdd_train_y, 
                      method="nb",
                      trControl=trainControl(method="cv",
                                             number=8,
                                             sampling="down",
                                             allowParallel=TRUE,
                                             classProbs=TRUE,
                                             savePredictions=TRUE))

Random Forest

set.seed(1)
There were 50 or more warnings (use warnings() to see the first 50)
cl = makePSOCKcluster(detectCores(logical=FALSE))
registerDoParallel(cl)
kdd_rf = caret::train(kdd_train_x,kdd_train_y,
                      method="rf",
                      trControl=trainControl(method="cv",
                                             number=10,
                                             sampling="down",
                                             allowParallel=TRUE,
                                             savePredictions=TRUE,
                                             classProbs=TRUE,
                                             verboseIter=TRUE),
                      ntree=15)
Aggregating results
Selecting tuning parameters
Fitting mtry = 15 on full training set
probs_rf = predict(kdd_rf, kdd_test_x, type="prob")
raw_rf = predict(kdd_rf, kdd_test_x, type="raw")
stopCluster(cl)
CrossTable(raw_rf, kdd_test_y$eventCategory, prop.chisq=FALSE, prop.t=FALSE,
           dnn=c("predicted","actual"))

 
   Cell Contents
|-------------------------|
|                       N |
|           N / Row Total |
|           N / Col Total |
|-------------------------|

 
Total Observations in Table:  49399 

 
             | actual 
   predicted |       dos |    normal |     probe |       r21 |       u2r | Row Total | 
-------------|-----------|-----------|-----------|-----------|-----------|-----------|
         dos |     38841 |        18 |         3 |         0 |         0 |     38862 | 
             |     0.999 |     0.000 |     0.000 |     0.000 |     0.000 |     0.787 | 
             |     0.992 |     0.002 |     0.007 |     0.000 |     0.000 |           | 
-------------|-----------|-----------|-----------|-----------|-----------|-----------|
      normal |       150 |      8603 |         3 |        10 |         0 |      8766 | 
             |     0.017 |     0.981 |     0.000 |     0.001 |     0.000 |     0.177 | 
             |     0.004 |     0.884 |     0.007 |     0.089 |     0.000 |           | 
-------------|-----------|-----------|-----------|-----------|-----------|-----------|
       probe |        58 |       227 |       400 |         1 |         0 |       686 | 
             |     0.085 |     0.331 |     0.583 |     0.001 |     0.000 |     0.014 | 
             |     0.001 |     0.023 |     0.976 |     0.009 |     0.000 |           | 
-------------|-----------|-----------|-----------|-----------|-----------|-----------|
         r21 |        23 |       527 |         0 |        95 |         0 |       645 | 
             |     0.036 |     0.817 |     0.000 |     0.147 |     0.000 |     0.013 | 
             |     0.001 |     0.054 |     0.000 |     0.848 |     0.000 |           | 
-------------|-----------|-----------|-----------|-----------|-----------|-----------|
         u2r |        73 |       352 |         4 |         6 |         5 |       440 | 
             |     0.166 |     0.800 |     0.009 |     0.014 |     0.011 |     0.009 | 
             |     0.002 |     0.036 |     0.010 |     0.054 |     1.000 |           | 
-------------|-----------|-----------|-----------|-----------|-----------|-----------|
Column Total |     39145 |      9727 |       410 |       112 |         5 |     49399 | 
             |     0.792 |     0.197 |     0.008 |     0.002 |     0.000 |           | 
-------------|-----------|-----------|-----------|-----------|-----------|-----------|

 
auc(multiclass.roc(as.factor(kdd_test_y$eventCategory), probs_rf))
Multi-class area under the curve: 0.9922
varImp(kdd_rf)
rf variable importance

  only 20 most important variables shown (out of 29)

Artificial Neural Network

NOTE: Tensorflow run is not setup to run all parameters, it can take 12 or more hours

# One Hot Encoding
set.seed(1)
kdd_train_y_df = as.data.frame(kdd_train_y)
colnames(kdd_train_y_df)[1] = "eventCategory"
kdd_train_y_ohe = as.data.frame(one_hot(as.data.table(kdd_train_y_df)))
kdd_train_x_ohe = as.data.frame(one_hot(as.data.table(kdd_train_x)))
kdd_val_y_ohe = as.data.frame(one_hot(as.data.table(kdd_val_y)))
kdd_val_x_ohe = as.data.frame(one_hot(as.data.table(kdd_val_x)))
kdd_test_y_ohe = as.data.frame(one_hot(as.data.table(kdd_test_y)))
kdd_test_x_ohe = as.data.frame(one_hot(as.data.table(kdd_test_x)))
# Modeling
# nodes=8,32,64;lr=.1,.01,.001;batch=32,50,100;epoch=50,100;activation=relu,sigmoid,tanh
cl = makePSOCKcluster(detectCores(logical=FALSE))
registerDoParallel(cl)
runs <- tuning_run("D:/Programming/git/CSC532-Intro-To-Machine-Learning/99_final/kdd_hyper.R", 
                   flags = list(nodes=c(32),
                                learning_rate=c(0.001), 
                                batch_size=c(32),
                                epochs=c(100),
                                activation=c("relu"))
                   )
1 total combinations of flags 
(use sample parameter to run a random subset)
Y
Training run 1/1 (flags = list(32, 0.001, 32, 100, "relu")) 
Using run directory runs/2021-05-03T18-00-20Z

> # Parameters for dataset
> FLAGS <-flags(flag_numeric("nodes", 30),
+               flag_numeric("batch_size", 100),
+               flag_string("ac ..." ... [TRUNCATED] 

> # Model
> model <- keras_model_sequential() %>%
+   layer_dense(units=FLAGS$nodes, activation=FLAGS$activation, input_shape=dim(kdd_train_x_ohe)[2]) .... [TRUNCATED] 
2021-05-03 14:00:25.050475: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library cudart64_110.dll
2021-05-03 14:00:37.555736: I tensorflow/compiler/jit/xla_cpu_device.cc:41] Not creating XLA devices, tf_xla_enable_xla_devices not set
2021-05-03 14:00:37.557294: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library nvcuda.dll
2021-05-03 14:00:37.578298: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1720] Found device 0 with properties: 
pciBusID: 0000:2b:00.0 name: GeForce GTX 1080 computeCapability: 6.1
coreClock: 1.7335GHz coreCount: 20 deviceMemorySize: 8.00GiB deviceMemoryBandwidth: 298.32GiB/s
2021-05-03 14:00:37.578454: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library cudart64_110.dll
2021-05-03 14:00:38.022126: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library cublas64_11.dll
2021-05-03 14:00:38.022218: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library cublasLt64_11.dll
2021-05-03 14:00:38.323078: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library cufft64_10.dll
2021-05-03 14:00:38.354252: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library curand64_10.dll
2021-05-03 14:00:38.355115: W tensorflow/stream_executor/platform/default/dso_loader.cc:60] Could not load dynamic library 'cusolver64_10.dll'; dlerror: cusolver64_10.dll not found
2021-05-03 14:00:38.558695: I tensorflow/stream_executor/platform/default/dso_loader.cc:49] Successfully opened dynamic library cusparse64_11.dll
2021-05-03 14:00:38.559531: W tensorflow/stream_executor/platform/default/dso_loader.cc:60] Could not load dynamic library 'cudnn64_8.dll'; dlerror: cudnn64_8.dll not found
2021-05-03 14:00:38.559626: W tensorflow/core/common_runtime/gpu/gpu_device.cc:1757] Cannot dlopen some GPU libraries. Please make sure the missing libraries mentioned above are installed properly if you would like to use GPU. Follow the guide at https://www.tensorflow.org/install/gpu for how to download and setup the required libraries for your platform.
Skipping registering GPU devices...
2021-05-03 14:00:38.560184: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2
To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
2021-05-03 14:00:38.561631: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1261] Device interconnect StreamExecutor with strength 1 edge matrix:
2021-05-03 14:00:38.561729: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1267]      
2021-05-03 14:00:38.561800: I tensorflow/compiler/jit/xla_gpu_device.cc:99] Not creating XLA devices, tf_xla_enable_xla_devices not set

> # Compile Model
> model %>% compile(optimizer = optimizer_adam(lr=FLAGS$learning_rate), 
+                   loss = 'categorical_crossentropy',
+    .... [TRUNCATED] 

> # Train Model
> model %>% fit(as.matrix(kdd_train_x_ohe), as.matrix(kdd_train_y_ohe), 
+               batch_size=FLAGS$batch_size,
+                .... [TRUNCATED] 
2021-05-03 14:00:38.762827: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2)
Epoch 1/100

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WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0006s vs `on_train_batch_end` time: 0.0018s). Check your callbacks.

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12505/12505 [==============================] - 9s 730us/step - loss: 651.3085 - accuracy: 0.9667 - val_loss: 5.3086 - val_accuracy: 0.9935
Epoch 2/100

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12505/12505 [==============================] - 8s 652us/step - loss: 47.8429 - accuracy: 0.9893

12505/12505 [==============================] - 9s 703us/step - loss: 47.8486 - accuracy: 0.9893 - val_loss: 13.3504 - val_accuracy: 0.9870
Epoch 3/100

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12505/12505 [==============================] - 8s 651us/step - loss: 9.8190 - accuracy: 0.9915

12505/12505 [==============================] - 9s 702us/step - loss: 9.8223 - accuracy: 0.9915 - val_loss: 17.4252 - val_accuracy: 0.9948
Epoch 4/100

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12505/12505 [==============================] - 8s 647us/step - loss: 35.7927 - accuracy: 0.9937

12505/12505 [==============================] - 9s 698us/step - loss: 35.7914 - accuracy: 0.9937 - val_loss: 7.4782 - val_accuracy: 0.9941
Epoch 5/100

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12505/12505 [==============================] - 8s 639us/step - loss: 232.4998 - accuracy: 0.9934

12505/12505 [==============================] - 9s 691us/step - loss: 232.4981 - accuracy: 0.9934 - val_loss: 7.4821 - val_accuracy: 0.9952
Epoch 6/100

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12505/12505 [==============================] - 8s 644us/step - loss: 84.4850 - accuracy: 0.9938

12505/12505 [==============================] - 9s 694us/step - loss: 84.4811 - accuracy: 0.9938 - val_loss: 5.1890 - val_accuracy: 0.9949
Epoch 7/100

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12505/12505 [==============================] - 8s 626us/step - loss: 2.3418 - accuracy: 0.9961

12505/12505 [==============================] - 8s 675us/step - loss: 2.3418 - accuracy: 0.9961 - val_loss: 0.0297 - val_accuracy: 0.9936
Epoch 8/100

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12505/12505 [==============================] - 8s 640us/step - loss: 0.0331 - accuracy: 0.9938

12505/12505 [==============================] - 9s 689us/step - loss: 0.0331 - accuracy: 0.9938 - val_loss: 0.0186 - val_accuracy: 0.9931
Epoch 9/100

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12505/12505 [==============================] - 8s 636us/step - loss: 0.1009 - accuracy: 0.9935

12505/12505 [==============================] - 9s 684us/step - loss: 0.1009 - accuracy: 0.9935 - val_loss: 0.0224 - val_accuracy: 0.9933
Epoch 10/100

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12505/12505 [==============================] - 8s 638us/step - loss: 0.0269 - accuracy: 0.9936

12505/12505 [==============================] - 9s 688us/step - loss: 0.0269 - accuracy: 0.9936 - val_loss: 0.0233 - val_accuracy: 0.9932
Epoch 11/100

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12505/12505 [==============================] - 8s 642us/step - loss: 0.0333 - accuracy: 0.9939

12505/12505 [==============================] - 9s 691us/step - loss: 0.0333 - accuracy: 0.9939 - val_loss: 0.0210 - val_accuracy: 0.9939
Epoch 12/100

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12505/12505 [==============================] - 8s 632us/step - loss: 0.0311 - accuracy: 0.9937

12505/12505 [==============================] - 9s 682us/step - loss: 0.0311 - accuracy: 0.9937 - val_loss: 0.0197 - val_accuracy: 0.9915
Epoch 13/100

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Warning in tryCatchOne(tryCatchList(expr, names[-nh], parentenv, handlers[-nh]),  :
  closing unused connection 15 (<-DESKTOP-9FJF8LP:11960)
Warning in tryCatchOne(tryCatchList(expr, names[-nh], parentenv, handlers[-nh]),  :
  closing unused connection 14 (<-DESKTOP-9FJF8LP:11960)
Warning in tryCatchOne(tryCatchList(expr, names[-nh], parentenv, handlers[-nh]),  :
  closing unused connection 13 (<-DESKTOP-9FJF8LP:11960)
Warning in tryCatchOne(tryCatchList(expr, names[-nh], parentenv, handlers[-nh]),  :
  closing unused connection 12 (<-DESKTOP-9FJF8LP:11960)
Warning in tryCatchOne(tryCatchList(expr, names[-nh], parentenv, handlers[-nh]),  :
  closing unused connection 11 (<-DESKTOP-9FJF8LP:11960)
Warning in tryCatchOne(tryCatchList(expr, names[-nh], parentenv, handlers[-nh]),  :
  closing unused connection 10 (<-DESKTOP-9FJF8LP:11960)
Warning in tryCatchOne(tryCatchList(expr, names[-nh], parentenv, handlers[-nh]),  :
  closing unused connection 9 (<-DESKTOP-9FJF8LP:11960)
Warning in tryCatchOne(tryCatchList(expr, names[-nh], parentenv, handlers[-nh]),  :
  closing unused connection 8 (<-DESKTOP-9FJF8LP:11960)
Warning in tryCatchOne(tryCatchList(expr, names[-nh], parentenv, handlers[-nh]),  :
  closing unused connection 7 (<-DESKTOP-9FJF8LP:11960)
Warning in tryCatchOne(tryCatchList(expr, names[-nh], parentenv, handlers[-nh]),  :
  closing unused connection 6 (<-DESKTOP-9FJF8LP:11960)
Warning in tryCatchOne(tryCatchList(expr, names[-nh], parentenv, handlers[-nh]),  :
  closing unused connection 5 (<-DESKTOP-9FJF8LP:11960)
Warning in tryCatchOne(tryCatchList(expr, names[-nh], parentenv, handlers[-nh]),  :
  closing unused connection 4 (<-DESKTOP-9FJF8LP:11960)

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12505/12505 [==============================] - 8s 633us/step - loss: 0.0319 - accuracy: 0.9938

12505/12505 [==============================] - 9s 686us/step - loss: 0.0319 - accuracy: 0.9938 - val_loss: 0.4520 - val_accuracy: 0.9940
Epoch 14/100

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12505/12505 [==============================] - 8s 620us/step - loss: 0.1411 - accuracy: 0.9939

12505/12505 [==============================] - 8s 671us/step - loss: 0.1411 - accuracy: 0.9939 - val_loss: 0.0247 - val_accuracy: 0.9937
Epoch 15/100

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12505/12505 [==============================] - 8s 647us/step - loss: 0.0641 - accuracy: 0.9938

12505/12505 [==============================] - 9s 697us/step - loss: 0.0641 - accuracy: 0.9938 - val_loss: 0.0137 - val_accuracy: 0.9943
Epoch 16/100

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12505/12505 [==============================] - 8s 675us/step - loss: 0.0502 - accuracy: 0.9942 - val_loss: 0.0135 - val_accuracy: 0.9940
Epoch 17/100

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12505/12505 [==============================] - 8s 644us/step - loss: 0.0205 - accuracy: 0.9940

12505/12505 [==============================] - 9s 694us/step - loss: 0.0205 - accuracy: 0.9940 - val_loss: 0.0227 - val_accuracy: 0.9943
Epoch 18/100

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12505/12505 [==============================] - 8s 622us/step - loss: 0.0573 - accuracy: 0.9945

12505/12505 [==============================] - 8s 672us/step - loss: 0.0573 - accuracy: 0.9945 - val_loss: 0.0196 - val_accuracy: 0.9941
Epoch 19/100

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12505/12505 [==============================] - 8s 645us/step - loss: 0.0286 - accuracy: 0.9942

12505/12505 [==============================] - 9s 696us/step - loss: 0.0286 - accuracy: 0.9942 - val_loss: 0.0219 - val_accuracy: 0.9942
Epoch 20/100

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12505/12505 [==============================] - 8s 618us/step - loss: 0.0187 - accuracy: 0.9943

12505/12505 [==============================] - 8s 668us/step - loss: 0.0187 - accuracy: 0.9943 - val_loss: 0.0189 - val_accuracy: 0.9938
Epoch 21/100

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12505/12505 [==============================] - 8s 631us/step - loss: 0.0195 - accuracy: 0.9942

12505/12505 [==============================] - 9s 681us/step - loss: 0.0195 - accuracy: 0.9942 - val_loss: 0.1561 - val_accuracy: 0.9950
Epoch 22/100

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12505/12505 [==============================] - 8s 620us/step - loss: 0.1701 - accuracy: 0.9939

12505/12505 [==============================] - 8s 671us/step - loss: 0.1701 - accuracy: 0.9939 - val_loss: 0.0138 - val_accuracy: 0.9939
Epoch 23/100

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12505/12505 [==============================] - 8s 641us/step - loss: 0.1094 - accuracy: 0.9940

12505/12505 [==============================] - 9s 691us/step - loss: 0.1094 - accuracy: 0.9940 - val_loss: 0.0163 - val_accuracy: 0.9939
Epoch 24/100

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12505/12505 [==============================] - 8s 647us/step - loss: 0.0517 - accuracy: 0.9938

12505/12505 [==============================] - 9s 698us/step - loss: 0.0517 - accuracy: 0.9938 - val_loss: 0.0260 - val_accuracy: 0.9939
Epoch 25/100

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12505/12505 [==============================] - 8s 660us/step - loss: 0.0620 - accuracy: 0.9952

12505/12505 [==============================] - 9s 710us/step - loss: 0.0620 - accuracy: 0.9952 - val_loss: 0.0296 - val_accuracy: 0.9936
Epoch 26/100

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12505/12505 [==============================] - 8s 641us/step - loss: 0.0336 - accuracy: 0.9947

12505/12505 [==============================] - 9s 692us/step - loss: 0.0336 - accuracy: 0.9947 - val_loss: 0.0191 - val_accuracy: 0.9940
Epoch 27/100

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12505/12505 [==============================] - 8s 625us/step - loss: 0.0863 - accuracy: 0.9947

12505/12505 [==============================] - 8s 675us/step - loss: 0.0863 - accuracy: 0.9947 - val_loss: 0.0139 - val_accuracy: 0.9940
Epoch 28/100

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12505/12505 [==============================] - 8s 644us/step - loss: 0.0289 - accuracy: 0.9947

12505/12505 [==============================] - 9s 693us/step - loss: 0.0289 - accuracy: 0.9947 - val_loss: 0.0135 - val_accuracy: 0.9947
Epoch 29/100

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12505/12505 [==============================] - 8s 628us/step - loss: 0.5084 - accuracy: 0.9951

12505/12505 [==============================] - 8s 678us/step - loss: 0.5084 - accuracy: 0.9951 - val_loss: 0.0144 - val_accuracy: 0.9939
Epoch 30/100

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12505/12505 [==============================] - 8s 651us/step - loss: 0.0165 - accuracy: 0.9947

12505/12505 [==============================] - 9s 702us/step - loss: 0.0165 - accuracy: 0.9947 - val_loss: 0.0147 - val_accuracy: 0.9963
Epoch 31/100

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12505/12505 [==============================] - 8s 661us/step - loss: 0.0315 - accuracy: 0.9942

12505/12505 [==============================] - 9s 712us/step - loss: 0.0315 - accuracy: 0.9942 - val_loss: 0.0148 - val_accuracy: 0.9940
Epoch 32/100

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12505/12505 [==============================] - 8s 659us/step - loss: 0.1218 - accuracy: 0.9954

12505/12505 [==============================] - 9s 710us/step - loss: 0.1218 - accuracy: 0.9954 - val_loss: 0.0263 - val_accuracy: 0.9942
Epoch 33/100

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12505/12505 [==============================] - 8s 653us/step - loss: 0.0250 - accuracy: 0.9953

12505/12505 [==============================] - 9s 704us/step - loss: 0.0250 - accuracy: 0.9953 - val_loss: 0.0138 - val_accuracy: 0.9948
Epoch 34/100

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12505/12505 [==============================] - 8s 646us/step - loss: 0.0148 - accuracy: 0.9960

12505/12505 [==============================] - 9s 698us/step - loss: 0.0148 - accuracy: 0.9960 - val_loss: 0.2535 - val_accuracy: 0.9942
Epoch 35/100

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12505/12505 [==============================] - 8s 669us/step - loss: 0.0469 - accuracy: 0.9950

12505/12505 [==============================] - 9s 719us/step - loss: 0.0469 - accuracy: 0.9950 - val_loss: 0.0138 - val_accuracy: 0.9937
Epoch 36/100

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12505/12505 [==============================] - 8s 630us/step - loss: 0.0136 - accuracy: 0.9953

12505/12505 [==============================] - 9s 680us/step - loss: 0.0136 - accuracy: 0.9953 - val_loss: 0.1017 - val_accuracy: 0.9977
Epoch 37/100

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12505/12505 [==============================] - 8s 662us/step - loss: 0.0412 - accuracy: 0.9964

12505/12505 [==============================] - 9s 713us/step - loss: 0.0411 - accuracy: 0.9964 - val_loss: 0.0124 - val_accuracy: 0.9944
Epoch 38/100

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12505/12505 [==============================] - 8s 625us/step - loss: 0.0157 - accuracy: 0.9945

12505/12505 [==============================] - 8s 675us/step - loss: 0.0157 - accuracy: 0.9945 - val_loss: 0.0102 - val_accuracy: 0.9971
Epoch 39/100

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12505/12505 [==============================] - 8s 639us/step - loss: 0.2743 - accuracy: 0.9942

12505/12505 [==============================] - 9s 689us/step - loss: 0.2743 - accuracy: 0.9942 - val_loss: 0.0087 - val_accuracy: 0.9986
Epoch 40/100

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12505/12505 [==============================] - 8s 638us/step - loss: 0.0562 - accuracy: 0.9978

12505/12505 [==============================] - 9s 688us/step - loss: 0.0562 - accuracy: 0.9978 - val_loss: 0.0325 - val_accuracy: 0.9837
Epoch 41/100

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12505/12505 [==============================] - 8s 621us/step - loss: 0.0303 - accuracy: 0.9933

12505/12505 [==============================] - 8s 671us/step - loss: 0.0303 - accuracy: 0.9933 - val_loss: 0.0104 - val_accuracy: 0.9980
Epoch 42/100

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12505/12505 [==============================] - 8s 643us/step - loss: 0.0229 - accuracy: 0.9976

12505/12505 [==============================] - 9s 694us/step - loss: 0.0229 - accuracy: 0.9976 - val_loss: 0.0153 - val_accuracy: 0.9944
Epoch 43/100

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12505/12505 [==============================] - 8s 630us/step - loss: 0.1159 - accuracy: 0.9959

12505/12505 [==============================] - 9s 680us/step - loss: 0.1160 - accuracy: 0.9959 - val_loss: 0.0093 - val_accuracy: 0.9978
Epoch 44/100

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12505/12505 [==============================] - 8s 641us/step - loss: 0.0423 - accuracy: 0.9980

12505/12505 [==============================] - 9s 691us/step - loss: 0.0423 - accuracy: 0.9980 - val_loss: 0.0072 - val_accuracy: 0.9982
Epoch 45/100

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12505/12505 [==============================] - 8s 671us/step - loss: 0.0104 - accuracy: 0.9983 - val_loss: 0.0153 - val_accuracy: 0.9981
Epoch 46/100

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12505/12505 [==============================] - 8s 645us/step - loss: 0.1101 - accuracy: 0.9970

12505/12505 [==============================] - 9s 695us/step - loss: 0.1101 - accuracy: 0.9970 - val_loss: 0.0154 - val_accuracy: 0.9938
Epoch 47/100

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12505/12505 [==============================] - 8s 623us/step - loss: 0.0221 - accuracy: 0.9953

12505/12505 [==============================] - 8s 673us/step - loss: 0.0221 - accuracy: 0.9953 - val_loss: 0.0170 - val_accuracy: 0.9943
Epoch 48/100

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12505/12505 [==============================] - 8s 645us/step - loss: 0.0676 - accuracy: 0.9939

12505/12505 [==============================] - 9s 695us/step - loss: 0.0676 - accuracy: 0.9939 - val_loss: 0.0274 - val_accuracy: 0.9988
Epoch 49/100

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12505/12505 [==============================] - 8s 637us/step - loss: 0.0376 - accuracy: 0.9950

12505/12505 [==============================] - 9s 691us/step - loss: 0.0376 - accuracy: 0.9950 - val_loss: 0.0268 - val_accuracy: 0.9952
Epoch 50/100

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12505/12505 [==============================] - 8s 623us/step - loss: 0.0178 - accuracy: 0.9943

12505/12505 [==============================] - 8s 673us/step - loss: 0.0178 - accuracy: 0.9943 - val_loss: 0.0129 - val_accuracy: 0.9942
Epoch 51/100

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12505/12505 [==============================] - 8s 621us/step - loss: 0.1110 - accuracy: 0.9940

12505/12505 [==============================] - 8s 671us/step - loss: 0.1110 - accuracy: 0.9940 - val_loss: 0.0146 - val_accuracy: 0.9942
Epoch 52/100

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12505/12505 [==============================] - 8s 626us/step - loss: 0.0190 - accuracy: 0.9943

12505/12505 [==============================] - 8s 675us/step - loss: 0.0190 - accuracy: 0.9943 - val_loss: 0.0131 - val_accuracy: 0.9940
Epoch 53/100

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12505/12505 [==============================] - 8s 641us/step - loss: 0.0357 - accuracy: 0.9944

12505/12505 [==============================] - 9s 691us/step - loss: 0.0357 - accuracy: 0.9944 - val_loss: 0.0125 - val_accuracy: 0.9972
Epoch 54/100

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12505/12505 [==============================] - 8s 620us/step - loss: 0.1251 - accuracy: 0.9933

12505/12505 [==============================] - 8s 671us/step - loss: 0.1251 - accuracy: 0.9933 - val_loss: 0.0151 - val_accuracy: 0.9940
Epoch 55/100

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12505/12505 [==============================] - 8s 623us/step - loss: 0.1119 - accuracy: 0.9956

12505/12505 [==============================] - 8s 674us/step - loss: 0.1119 - accuracy: 0.9956 - val_loss: 0.0080 - val_accuracy: 0.9982
Epoch 56/100

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12505/12505 [==============================] - 8s 674us/step - loss: 0.0178 - accuracy: 0.9981 - val_loss: 0.0151 - val_accuracy: 0.9967
Epoch 57/100

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12505/12505 [==============================] - 8s 624us/step - loss: 0.1454 - accuracy: 0.9973

12505/12505 [==============================] - 9s 681us/step - loss: 0.1454 - accuracy: 0.9973 - val_loss: 0.0281 - val_accuracy: 0.9921
Epoch 58/100

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12505/12505 [==============================] - 8s 625us/step - loss: 0.0118 - accuracy: 0.9960

12505/12505 [==============================] - 8s 676us/step - loss: 0.0118 - accuracy: 0.9960 - val_loss: 0.2922 - val_accuracy: 0.9681
Epoch 59/100

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12505/12505 [==============================] - 8s 648us/step - loss: 0.0415 - accuracy: 0.9916

12505/12505 [==============================] - 9s 700us/step - loss: 0.0415 - accuracy: 0.9916 - val_loss: 0.0107 - val_accuracy: 0.9982
Epoch 60/100

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12505/12505 [==============================] - 8s 637us/step - loss: 0.0521 - accuracy: 0.9960

12505/12505 [==============================] - 9s 691us/step - loss: 0.0521 - accuracy: 0.9960 - val_loss: 0.9109 - val_accuracy: 0.9987
Epoch 61/100

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12505/12505 [==============================] - 8s 616us/step - loss: 0.2552 - accuracy: 0.9951

12505/12505 [==============================] - 8s 666us/step - loss: 0.2552 - accuracy: 0.9951 - val_loss: 0.0116 - val_accuracy: 0.9976
Epoch 62/100

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12505/12505 [==============================] - 8s 616us/step - loss: 0.0109 - accuracy: 0.9975

12505/12505 [==============================] - 8s 666us/step - loss: 0.0109 - accuracy: 0.9975 - val_loss: 0.0357 - val_accuracy: 0.9981
Epoch 63/100

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12505/12505 [==============================] - 8s 638us/step - loss: 0.0141 - accuracy: 0.9956

12505/12505 [==============================] - 9s 688us/step - loss: 0.0141 - accuracy: 0.9956 - val_loss: 0.0770 - val_accuracy: 0.9983
Epoch 64/100

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12505/12505 [==============================] - 8s 635us/step - loss: 0.0391 - accuracy: 0.9971

12505/12505 [==============================] - 9s 685us/step - loss: 0.0391 - accuracy: 0.9971 - val_loss: 0.0163 - val_accuracy: 0.9944
Epoch 65/100

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12505/12505 [==============================] - 8s 661us/step - loss: 0.0293 - accuracy: 0.9941

12505/12505 [==============================] - 9s 712us/step - loss: 0.0293 - accuracy: 0.9941 - val_loss: 0.0148 - val_accuracy: 0.9944
Epoch 66/100

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12505/12505 [==============================] - 8s 640us/step - loss: 0.3323 - accuracy: 0.9943

12505/12505 [==============================] - 9s 690us/step - loss: 0.3323 - accuracy: 0.9943 - val_loss: 0.0199 - val_accuracy: 0.9943
Epoch 67/100

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12505/12505 [==============================] - 8s 649us/step - loss: 0.0941 - accuracy: 0.9943

12505/12505 [==============================] - 9s 699us/step - loss: 0.0941 - accuracy: 0.9943 - val_loss: 0.0142 - val_accuracy: 0.9943
Epoch 68/100

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12505/12505 [==============================] - 8s 638us/step - loss: 0.0703 - accuracy: 0.9941

12505/12505 [==============================] - 9s 688us/step - loss: 0.0703 - accuracy: 0.9941 - val_loss: 0.0688 - val_accuracy: 0.9940
Epoch 69/100

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12505/12505 [==============================] - 8s 640us/step - loss: 0.0278 - accuracy: 0.9942

12505/12505 [==============================] - 9s 691us/step - loss: 0.0278 - accuracy: 0.9942 - val_loss: 0.0181 - val_accuracy: 0.9944
Epoch 70/100

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12505/12505 [==============================] - 8s 635us/step - loss: 0.0578 - accuracy: 0.9945

12505/12505 [==============================] - 9s 685us/step - loss: 0.0578 - accuracy: 0.9945 - val_loss: 0.0342 - val_accuracy: 0.9932
Epoch 71/100

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12505/12505 [==============================] - 8s 636us/step - loss: 0.0163 - accuracy: 0.9943

12505/12505 [==============================] - 9s 688us/step - loss: 0.0163 - accuracy: 0.9943 - val_loss: 0.0548 - val_accuracy: 0.9945
Epoch 72/100

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12505/12505 [==============================] - 8s 626us/step - loss: 0.0252 - accuracy: 0.9943

12505/12505 [==============================] - 8s 677us/step - loss: 0.0253 - accuracy: 0.9943 - val_loss: 0.0313 - val_accuracy: 0.9927
Epoch 73/100

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12505/12505 [==============================] - 8s 624us/step - loss: 0.0589 - accuracy: 0.9942

12505/12505 [==============================] - 8s 674us/step - loss: 0.0589 - accuracy: 0.9942 - val_loss: 0.0225 - val_accuracy: 0.9938
Epoch 74/100

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12505/12505 [==============================] - 8s 652us/step - loss: 0.0210 - accuracy: 0.9939

12505/12505 [==============================] - 9s 702us/step - loss: 0.0210 - accuracy: 0.9939 - val_loss: 0.0180 - val_accuracy: 0.9936
Epoch 75/100

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12505/12505 [==============================] - 8s 639us/step - loss: 1.9763 - accuracy: 0.9940

12505/12505 [==============================] - 9s 688us/step - loss: 1.9764 - accuracy: 0.9940 - val_loss: 0.0214 - val_accuracy: 0.9934
Epoch 76/100

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12505/12505 [==============================] - 8s 636us/step - loss: 0.0594 - accuracy: 0.9943

12505/12505 [==============================] - 9s 686us/step - loss: 0.0595 - accuracy: 0.9943 - val_loss: 0.6588 - val_accuracy: 0.9964
Epoch 77/100

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12505/12505 [==============================] - 8s 637us/step - loss: 1.2627 - accuracy: 0.9950

12505/12505 [==============================] - 9s 687us/step - loss: 1.2627 - accuracy: 0.9950 - val_loss: 0.4138 - val_accuracy: 0.9916
Epoch 78/100

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12505/12505 [==============================] - 8s 633us/step - loss: 0.0466 - accuracy: 0.9949

12505/12505 [==============================] - 9s 684us/step - loss: 0.0466 - accuracy: 0.9949 - val_loss: 0.0155 - val_accuracy: 0.9944
Epoch 79/100

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12505/12505 [==============================] - 8s 638us/step - loss: 0.0494 - accuracy: 0.9944

12505/12505 [==============================] - 9s 689us/step - loss: 0.0494 - accuracy: 0.9944 - val_loss: 0.0181 - val_accuracy: 0.9943
Epoch 80/100

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12505/12505 [==============================] - 8s 624us/step - loss: 0.0215 - accuracy: 0.9944

12505/12505 [==============================] - 8s 674us/step - loss: 0.0215 - accuracy: 0.9944 - val_loss: 0.0204 - val_accuracy: 0.9943
Epoch 81/100

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12505/12505 [==============================] - 8s 638us/step - loss: 0.0155 - accuracy: 0.9946

12505/12505 [==============================] - 9s 688us/step - loss: 0.0155 - accuracy: 0.9946 - val_loss: 0.0763 - val_accuracy: 0.9941
Epoch 82/100

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12505/12505 [==============================] - 8s 638us/step - loss: 0.0841 - accuracy: 0.9947

12505/12505 [==============================] - 9s 689us/step - loss: 0.0841 - accuracy: 0.9947 - val_loss: 0.0150 - val_accuracy: 0.9944
Epoch 83/100

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12505/12505 [==============================] - 8s 644us/step - loss: 0.0226 - accuracy: 0.9945

12505/12505 [==============================] - 9s 694us/step - loss: 0.0226 - accuracy: 0.9945 - val_loss: 0.0113 - val_accuracy: 0.9952
Epoch 84/100

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12505/12505 [==============================] - 8s 655us/step - loss: 0.0476 - accuracy: 0.9948

12505/12505 [==============================] - 9s 706us/step - loss: 0.0476 - accuracy: 0.9948 - val_loss: 0.0287 - val_accuracy: 0.9955
Epoch 85/100

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12505/12505 [==============================] - 8s 661us/step - loss: 0.0137 - accuracy: 0.9946

12505/12505 [==============================] - 9s 710us/step - loss: 0.0137 - accuracy: 0.9946 - val_loss: 0.0214 - val_accuracy: 0.9945
Epoch 86/100

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12505/12505 [==============================] - 8s 639us/step - loss: 15.7699 - accuracy: 0.9947

12505/12505 [==============================] - 9s 690us/step - loss: 15.7697 - accuracy: 0.9947 - val_loss: 0.0563 - val_accuracy: 0.9942
Epoch 87/100

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12505/12505 [==============================] - 8s 616us/step - loss: 0.0152 - accuracy: 0.9947

12505/12505 [==============================] - 8s 666us/step - loss: 0.0152 - accuracy: 0.9947 - val_loss: 0.0224 - val_accuracy: 0.9939
Epoch 88/100

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12505/12505 [==============================] - 8s 626us/step - loss: 0.1368 - accuracy: 0.9943

12505/12505 [==============================] - 8s 679us/step - loss: 0.1368 - accuracy: 0.9943 - val_loss: 0.0259 - val_accuracy: 0.9941
Epoch 89/100

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12505/12505 [==============================] - 8s 626us/step - loss: 0.0230 - accuracy: 0.9946

12505/12505 [==============================] - 8s 676us/step - loss: 0.0230 - accuracy: 0.9946 - val_loss: 0.0141 - val_accuracy: 0.9944
Epoch 90/100

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12505/12505 [==============================] - 8s 653us/step - loss: 0.0147 - accuracy: 0.9956

12505/12505 [==============================] - 9s 703us/step - loss: 0.0147 - accuracy: 0.9956 - val_loss: 0.0136 - val_accuracy: 0.9940
Epoch 91/100

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12505/12505 [==============================] - 8s 646us/step - loss: 0.0145 - accuracy: 0.9951

12505/12505 [==============================] - 9s 696us/step - loss: 0.0145 - accuracy: 0.9951 - val_loss: 0.0176 - val_accuracy: 0.9943
Epoch 92/100

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12505/12505 [==============================] - 8s 628us/step - loss: 0.0162 - accuracy: 0.9946

12505/12505 [==============================] - 8s 676us/step - loss: 0.0162 - accuracy: 0.9946 - val_loss: 0.0356 - val_accuracy: 0.9944
Epoch 93/100

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12505/12505 [==============================] - 8s 635us/step - loss: 0.0138 - accuracy: 0.9945

12505/12505 [==============================] - 9s 687us/step - loss: 0.0138 - accuracy: 0.9945 - val_loss: 0.0212 - val_accuracy: 0.9944
Epoch 94/100

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12505/12505 [==============================] - 8s 628us/step - loss: 0.0312 - accuracy: 0.9945

12505/12505 [==============================] - 9s 681us/step - loss: 0.0312 - accuracy: 0.9945 - val_loss: 0.0145 - val_accuracy: 0.9942
Epoch 95/100

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12505/12505 [==============================] - 8s 617us/step - loss: 0.0666 - accuracy: 0.9947

12505/12505 [==============================] - 8s 668us/step - loss: 0.0666 - accuracy: 0.9947 - val_loss: 0.0157 - val_accuracy: 0.9944
Epoch 96/100

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12505/12505 [==============================] - 8s 619us/step - loss: 0.0111 - accuracy: 0.9953

12505/12505 [==============================] - 8s 670us/step - loss: 0.0111 - accuracy: 0.9953 - val_loss: 0.9958 - val_accuracy: 0.9959
Epoch 97/100

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12505/12505 [==============================] - 8s 637us/step - loss: 0.0479 - accuracy: 0.9947

12505/12505 [==============================] - 9s 687us/step - loss: 0.0479 - accuracy: 0.9947 - val_loss: 0.0166 - val_accuracy: 0.9945
Epoch 98/100

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12505/12505 [==============================] - 8s 620us/step - loss: 0.6200 - accuracy: 0.9948

12505/12505 [==============================] - 8s 670us/step - loss: 0.6200 - accuracy: 0.9948 - val_loss: 0.0657 - val_accuracy: 0.9964
Epoch 99/100

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Epoch 100/100

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12505/12505 [==============================] - 8s 646us/step - loss: 0.0189 - accuracy: 0.9947

12505/12505 [==============================] - 9s 697us/step - loss: 0.0189 - accuracy: 0.9947 - val_loss: 0.0252 - val_accuracy: 0.9944

Run completed: runs/2021-05-03T18-00-20Z
stopCluster(cl)
runs
 $ run_dir            : chr "runs/2021-05-03T18-00-20Z"
 $ metric_loss        : num 0.0285
 $ metric_accuracy    : num 0.995
 $ metric_val_loss    : num 0.0252
 $ metric_val_accuracy: num 0.994
 $ flag_nodes         : int 32
 $ flag_batch_size    : int 32
 $ flag_activation    : chr "relu"
 $ flag_learning_rate : num 0.001
 $ flag_epochs        : int 100
 $ epochs             : int 100
 $ epochs_completed   : int 100
 $ metrics            : chr "(metrics data frame)"
 $ model              : chr "(model summary)"
 $ loss_function      : chr "categorical_crossentropy"
 $ optimizer          : chr "<tensorflow.python.keras.optimizer_v2.adam.Adam>"
 $ learning_rate      : num 0.001
 $ script             : chr "kdd_hyper.R"
 $ start              : POSIXct[1:1], format: "2021-05-03 18:00:20"
 $ end                : POSIXct[1:1], format: "2021-05-03 18:15:11"
 $ completed          : logi TRUE
 $ output             : chr "(script ouptut)"
 $ source_code        : chr "(source archive)"
 $ context            : chr "local"
 $ type               : chr "training"
view_run(runs$run_dir[which.max(runs$metric_val_accuracy)])
argument 'compressed' is ignored for the internal methodincomplete final line found on 'C:\Users\cory\AppData\Local\Temp\Rtmp8WsDAi\file5c5c5ef74004/source/kdd_hyper.R'incomplete final line found on 'C:\Users\cory\AppData\Local\Temp\Rtmp8WsDAi\file5c5c5ef74004/source/min_final_error.R'
# Model Evaluation
model <- keras_model_sequential() %>%
  layer_dense(units=32, activation="relu", input_shape=dim(kdd_train_x_ohe)[2]) %>%
  layer_dense(units=32, activation="relu") %>% 
  layer_dense(units=5, activation='softmax') # 5 category classifiers
model %>% compile(optimizer = optimizer_adam(lr=.001), 
                  loss = 'categorical_crossentropy',
                  metrics = c('accuracy'))
model %>% fit(as.matrix(kdd_train_x_ohe), as.matrix(kdd_train_y_ohe), 
              batch_size=32,
              epochs=100, 
              validation_data=list(as.matrix(kdd_val_x_ohe), as.matrix(kdd_val_y_ohe))
)
Epoch 1/100

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12505/12505 [==============================] - 8s 594us/step - loss: 92.7714 - accuracy: 0.9676

12505/12505 [==============================] - 8s 650us/step - loss: 92.7883 - accuracy: 0.9676 - val_loss: 5.7064 - val_accuracy: 0.9939
Epoch 2/100

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12505/12505 [==============================] - 9s 685us/step - loss: 16.4284 - accuracy: 0.9901

12505/12505 [==============================] - 9s 736us/step - loss: 16.4302 - accuracy: 0.9901 - val_loss: 18.5147 - val_accuracy: 0.9825
Epoch 3/100

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12505/12505 [==============================] - 8s 614us/step - loss: 79.2813 - accuracy: 0.9889

12505/12505 [==============================] - 8s 666us/step - loss: 79.3120 - accuracy: 0.9889 - val_loss: 10.2829 - val_accuracy: 0.9873
Epoch 4/100

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12505/12505 [==============================] - 8s 604us/step - loss: 201.9041 - accuracy: 0.9899

12505/12505 [==============================] - 8s 655us/step - loss: 201.8974 - accuracy: 0.9899 - val_loss: 31.8150 - val_accuracy: 0.9878
Epoch 5/100

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12505/12505 [==============================] - 8s 651us/step - loss: 607.4358 - accuracy: 0.9912 - val_loss: 3.0454 - val_accuracy: 0.9963
Epoch 6/100

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12505/12505 [==============================] - 7s 600us/step - loss: 252.8448 - accuracy: 0.9914

12505/12505 [==============================] - 8s 650us/step - loss: 252.8444 - accuracy: 0.9914 - val_loss: 0.8901 - val_accuracy: 0.9792
Epoch 7/100

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12505/12505 [==============================] - 8s 601us/step - loss: 27.2278 - accuracy: 0.9946

12505/12505 [==============================] - 8s 652us/step - loss: 27.2307 - accuracy: 0.9946 - val_loss: 0.0575 - val_accuracy: 0.9924
Epoch 8/100

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12505/12505 [==============================] - 8s 609us/step - loss: 0.0767 - accuracy: 0.9921

12505/12505 [==============================] - 8s 659us/step - loss: 0.0767 - accuracy: 0.9921 - val_loss: 0.0384 - val_accuracy: 0.9922
Epoch 9/100

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12505/12505 [==============================] - 8s 604us/step - loss: 0.0797 - accuracy: 0.9927

12505/12505 [==============================] - 8s 655us/step - loss: 0.0797 - accuracy: 0.9927 - val_loss: 0.1052 - val_accuracy: 0.9930
Epoch 10/100

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12505/12505 [==============================] - 8s 610us/step - loss: 0.1909 - accuracy: 0.9924

12505/12505 [==============================] - 8s 661us/step - loss: 0.1909 - accuracy: 0.9924 - val_loss: 0.0311 - val_accuracy: 0.9930
Epoch 11/100

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12505/12505 [==============================] - 8s 610us/step - loss: 0.0588 - accuracy: 0.9925

12505/12505 [==============================] - 8s 660us/step - loss: 0.0588 - accuracy: 0.9925 - val_loss: 0.0703 - val_accuracy: 0.9925
Epoch 12/100

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12505/12505 [==============================] - 7s 598us/step - loss: 0.0876 - accuracy: 0.9919

12505/12505 [==============================] - 8s 649us/step - loss: 0.0876 - accuracy: 0.9919 - val_loss: 0.0285 - val_accuracy: 0.9935
Epoch 13/100

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12505/12505 [==============================] - 8s 607us/step - loss: 0.0930 - accuracy: 0.9928

12505/12505 [==============================] - 8s 659us/step - loss: 0.0930 - accuracy: 0.9928 - val_loss: 0.1286 - val_accuracy: 0.9930
Epoch 14/100

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12505/12505 [==============================] - 8s 600us/step - loss: 0.0881 - accuracy: 0.9927

12505/12505 [==============================] - 8s 653us/step - loss: 0.0881 - accuracy: 0.9927 - val_loss: 0.0241 - val_accuracy: 0.9927
Epoch 15/100

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12505/12505 [==============================] - 7s 597us/step - loss: 0.0297 - accuracy: 0.9930

12505/12505 [==============================] - 8s 646us/step - loss: 0.0297 - accuracy: 0.9930 - val_loss: 0.0263 - val_accuracy: 0.9921
Epoch 16/100

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12505/12505 [==============================] - 7s 600us/step - loss: 0.0352 - accuracy: 0.9930

12505/12505 [==============================] - 8s 650us/step - loss: 0.0352 - accuracy: 0.9930 - val_loss: 0.1703 - val_accuracy: 0.9925
Epoch 17/100

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12505/12505 [==============================] - 7s 592us/step - loss: 0.0429 - accuracy: 0.9928

12505/12505 [==============================] - 8s 644us/step - loss: 0.0429 - accuracy: 0.9928 - val_loss: 0.0207 - val_accuracy: 0.9931
Epoch 18/100

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12505/12505 [==============================] - 8s 603us/step - loss: 0.0418 - accuracy: 0.9931

12505/12505 [==============================] - 8s 654us/step - loss: 0.0418 - accuracy: 0.9931 - val_loss: 0.0491 - val_accuracy: 0.9938
Epoch 19/100

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12505/12505 [==============================] - 7s 598us/step - loss: 0.0617 - accuracy: 0.9932

12505/12505 [==============================] - 8s 649us/step - loss: 0.0617 - accuracy: 0.9932 - val_loss: 0.0226 - val_accuracy: 0.9934
Epoch 20/100

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12505/12505 [==============================] - 8s 606us/step - loss: 0.0935 - accuracy: 0.9932

12505/12505 [==============================] - 8s 657us/step - loss: 0.0935 - accuracy: 0.9932 - val_loss: 0.0281 - val_accuracy: 0.9935
Epoch 21/100

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12505/12505 [==============================] - 7s 596us/step - loss: 0.1185 - accuracy: 0.9935

12505/12505 [==============================] - 8s 645us/step - loss: 0.1185 - accuracy: 0.9935 - val_loss: 0.1622 - val_accuracy: 0.9953
Epoch 22/100

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12505/12505 [==============================] - 7s 594us/step - loss: 0.0944 - accuracy: 0.9931

12505/12505 [==============================] - 8s 644us/step - loss: 0.0944 - accuracy: 0.9931 - val_loss: 0.0164 - val_accuracy: 0.9936
Epoch 23/100

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12505/12505 [==============================] - 7s 595us/step - loss: 0.0648 - accuracy: 0.9935

12505/12505 [==============================] - 8s 645us/step - loss: 0.0648 - accuracy: 0.9935 - val_loss: 0.0139 - val_accuracy: 0.9944
Epoch 24/100

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12505/12505 [==============================] - 8s 600us/step - loss: 0.2300 - accuracy: 0.9939

12505/12505 [==============================] - 8s 650us/step - loss: 0.2300 - accuracy: 0.9939 - val_loss: 8.0824 - val_accuracy: 0.9947
Epoch 25/100

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12505/12505 [==============================] - 7s 595us/step - loss: 0.0273 - accuracy: 0.9946

12505/12505 [==============================] - 8s 647us/step - loss: 0.0273 - accuracy: 0.9946 - val_loss: 0.0184 - val_accuracy: 0.9936
Epoch 26/100

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12505/12505 [==============================] - 8s 600us/step - loss: 0.0345 - accuracy: 0.9940

12505/12505 [==============================] - 8s 651us/step - loss: 0.0345 - accuracy: 0.9940 - val_loss: 0.0235 - val_accuracy: 0.9934
Epoch 27/100

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12505/12505 [==============================] - 8s 602us/step - loss: 0.0242 - accuracy: 0.9935

12505/12505 [==============================] - 8s 652us/step - loss: 0.0242 - accuracy: 0.9935 - val_loss: 0.0650 - val_accuracy: 0.9936
Epoch 28/100

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12505/12505 [==============================] - 7s 591us/step - loss: 0.0604 - accuracy: 0.9942

12505/12505 [==============================] - 8s 641us/step - loss: 0.0604 - accuracy: 0.9942 - val_loss: 2.3454 - val_accuracy: 0.9933
Epoch 29/100

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12505/12505 [==============================] - 8s 609us/step - loss: 0.2998 - accuracy: 0.9977

12505/12505 [==============================] - 8s 659us/step - loss: 0.2998 - accuracy: 0.9977 - val_loss: 0.0099 - val_accuracy: 0.9984
Epoch 30/100

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12505/12505 [==============================] - 8s 602us/step - loss: 0.0584 - accuracy: 0.9971

12505/12505 [==============================] - 8s 652us/step - loss: 0.0584 - accuracy: 0.9971 - val_loss: 0.1919 - val_accuracy: 0.9966
Epoch 31/100

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12505/12505 [==============================] - 7s 598us/step - loss: 8.4072 - accuracy: 0.9961

12505/12505 [==============================] - 8s 646us/step - loss: 8.4073 - accuracy: 0.9961 - val_loss: 0.0274 - val_accuracy: 0.9933
Epoch 32/100

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12505/12505 [==============================] - 7s 589us/step - loss: 0.0949 - accuracy: 0.9933

12505/12505 [==============================] - 8s 638us/step - loss: 0.0949 - accuracy: 0.9933 - val_loss: 0.0128 - val_accuracy: 0.9984
Epoch 33/100

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12505/12505 [==============================] - 7s 591us/step - loss: 0.0223 - accuracy: 0.9961

12505/12505 [==============================] - 8s 640us/step - loss: 0.0223 - accuracy: 0.9961 - val_loss: 0.0219 - val_accuracy: 0.9937
Epoch 34/100

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12505/12505 [==============================] - 7s 588us/step - loss: 0.0332 - accuracy: 0.9947

12505/12505 [==============================] - 8s 637us/step - loss: 0.0332 - accuracy: 0.9947 - val_loss: 0.0093 - val_accuracy: 0.9983
Epoch 35/100

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12505/12505 [==============================] - 7s 592us/step - loss: 1.2988 - accuracy: 0.9944

12505/12505 [==============================] - 8s 641us/step - loss: 1.2987 - accuracy: 0.9944 - val_loss: 0.0126 - val_accuracy: 0.9981
Epoch 36/100

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12505/12505 [==============================] - 7s 588us/step - loss: 0.0222 - accuracy: 0.9971

12505/12505 [==============================] - 8s 638us/step - loss: 0.0222 - accuracy: 0.9971 - val_loss: 0.0213 - val_accuracy: 0.9936
Epoch 37/100

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12505/12505 [==============================] - 7s 596us/step - loss: 0.1126 - accuracy: 0.9933

12505/12505 [==============================] - 8s 646us/step - loss: 0.1126 - accuracy: 0.9933 - val_loss: 0.0213 - val_accuracy: 0.9939
Epoch 38/100

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12505/12505 [==============================] - 7s 600us/step - loss: 0.1043 - accuracy: 0.9936

12505/12505 [==============================] - 8s 648us/step - loss: 0.1043 - accuracy: 0.9936 - val_loss: 0.0192 - val_accuracy: 0.9934
Epoch 39/100

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12505/12505 [==============================] - 7s 587us/step - loss: 0.3345 - accuracy: 0.9938

12505/12505 [==============================] - 8s 636us/step - loss: 0.3346 - accuracy: 0.9938 - val_loss: 0.0247 - val_accuracy: 0.9928
Epoch 40/100

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12505/12505 [==============================] - 7s 590us/step - loss: 0.0289 - accuracy: 0.9936

12505/12505 [==============================] - 8s 639us/step - loss: 0.0289 - accuracy: 0.9936 - val_loss: 0.0244 - val_accuracy: 0.9936
Epoch 41/100

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12505/12505 [==============================] - 7s 587us/step - loss: 0.0410 - accuracy: 0.9936

12505/12505 [==============================] - 8s 637us/step - loss: 0.0410 - accuracy: 0.9936 - val_loss: 0.0208 - val_accuracy: 0.9937
Epoch 42/100

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12505/12505 [==============================] - 7s 590us/step - loss: 0.0491 - accuracy: 0.9939

12505/12505 [==============================] - 8s 640us/step - loss: 0.0491 - accuracy: 0.9939 - val_loss: 2.6050 - val_accuracy: 0.9935
Epoch 43/100

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12505/12505 [==============================] - 8s 600us/step - loss: 0.3552 - accuracy: 0.9937

12505/12505 [==============================] - 8s 652us/step - loss: 0.3552 - accuracy: 0.9937 - val_loss: 0.0243 - val_accuracy: 0.9937
Epoch 44/100

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12505/12505 [==============================] - 8s 613us/step - loss: 0.0274 - accuracy: 0.9938

12505/12505 [==============================] - 8s 664us/step - loss: 0.0274 - accuracy: 0.9938 - val_loss: 0.0961 - val_accuracy: 0.9938
Epoch 45/100

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12505/12505 [==============================] - 7s 598us/step - loss: 0.6186 - accuracy: 0.9934

12505/12505 [==============================] - 8s 649us/step - loss: 0.6187 - accuracy: 0.9934 - val_loss: 0.0437 - val_accuracy: 0.9937
Epoch 46/100

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12505/12505 [==============================] - 7s 594us/step - loss: 0.0574 - accuracy: 0.9936

12505/12505 [==============================] - 8s 645us/step - loss: 0.0574 - accuracy: 0.9936 - val_loss: 0.6418 - val_accuracy: 0.9935
Epoch 47/100

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12505/12505 [==============================] - 8s 601us/step - loss: 0.0780 - accuracy: 0.9936

12505/12505 [==============================] - 8s 651us/step - loss: 0.0780 - accuracy: 0.9936 - val_loss: 0.1252 - val_accuracy: 0.9936
Epoch 48/100

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12505/12505 [==============================] - 7s 597us/step - loss: 0.0302 - accuracy: 0.9936

12505/12505 [==============================] - 8s 646us/step - loss: 0.0302 - accuracy: 0.9936 - val_loss: 0.0296 - val_accuracy: 0.9920
Epoch 49/100

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12505/12505 [==============================] - 7s 591us/step - loss: 0.0667 - accuracy: 0.9933

12505/12505 [==============================] - 8s 641us/step - loss: 0.0667 - accuracy: 0.9933 - val_loss: 0.0209 - val_accuracy: 0.9934
Epoch 50/100

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12505/12505 [==============================] - 7s 592us/step - loss: 0.0407 - accuracy: 0.9932

12505/12505 [==============================] - 8s 642us/step - loss: 0.0407 - accuracy: 0.9932 - val_loss: 0.0297 - val_accuracy: 0.9937
Epoch 51/100

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12505/12505 [==============================] - 7s 589us/step - loss: 0.0241 - accuracy: 0.9936

12505/12505 [==============================] - 8s 641us/step - loss: 0.0241 - accuracy: 0.9936 - val_loss: 0.0405 - val_accuracy: 0.9936
Epoch 52/100

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12505/12505 [==============================] - 7s 590us/step - loss: 0.0273 - accuracy: 0.9937

12505/12505 [==============================] - 8s 641us/step - loss: 0.0273 - accuracy: 0.9937 - val_loss: 0.0274 - val_accuracy: 0.9933
Epoch 53/100

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12505/12505 [==============================] - 7s 595us/step - loss: 0.0226 - accuracy: 0.9934

12505/12505 [==============================] - 8s 645us/step - loss: 0.0226 - accuracy: 0.9934 - val_loss: 0.0654 - val_accuracy: 0.9935
Epoch 54/100

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12505/12505 [==============================] - 7s 598us/step - loss: 0.6710 - accuracy: 0.9935

12505/12505 [==============================] - 8s 648us/step - loss: 0.6710 - accuracy: 0.9935 - val_loss: 0.0695 - val_accuracy: 0.9935
Epoch 55/100

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12505/12505 [==============================] - 7s 592us/step - loss: 0.0428 - accuracy: 0.9936

12505/12505 [==============================] - 8s 641us/step - loss: 0.0428 - accuracy: 0.9936 - val_loss: 0.0146 - val_accuracy: 0.9936
Epoch 56/100

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12505/12505 [==============================] - 8s 608us/step - loss: 0.0212 - accuracy: 0.9937

12505/12505 [==============================] - 8s 658us/step - loss: 0.0212 - accuracy: 0.9937 - val_loss: 0.0288 - val_accuracy: 0.9936
Epoch 57/100

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12505/12505 [==============================] - 7s 591us/step - loss: 0.6738 - accuracy: 0.9937

12505/12505 [==============================] - 8s 641us/step - loss: 0.6737 - accuracy: 0.9937 - val_loss: 0.0451 - val_accuracy: 0.9938
Epoch 58/100

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12505/12505 [==============================] - 7s 591us/step - loss: 0.0311 - accuracy: 0.9936

12505/12505 [==============================] - 8s 641us/step - loss: 0.0311 - accuracy: 0.9936 - val_loss: 0.0213 - val_accuracy: 0.9938
Epoch 59/100

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12505/12505 [==============================] - 7s 596us/step - loss: 0.0216 - accuracy: 0.9937

12505/12505 [==============================] - 8s 647us/step - loss: 0.0216 - accuracy: 0.9937 - val_loss: 0.0200 - val_accuracy: 0.9923
Epoch 60/100

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12505/12505 [==============================] - 7s 593us/step - loss: 0.0426 - accuracy: 0.9936

12505/12505 [==============================] - 8s 643us/step - loss: 0.0426 - accuracy: 0.9936 - val_loss: 0.0600 - val_accuracy: 0.9937
Epoch 61/100

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12505/12505 [==============================] - 7s 594us/step - loss: 0.0246 - accuracy: 0.9935

12505/12505 [==============================] - 8s 644us/step - loss: 0.0246 - accuracy: 0.9935 - val_loss: 0.0459 - val_accuracy: 0.9934
Epoch 62/100

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12505/12505 [==============================] - 7s 599us/step - loss: 0.0232 - accuracy: 0.9934

12505/12505 [==============================] - 8s 648us/step - loss: 0.0232 - accuracy: 0.9934 - val_loss: 0.0531 - val_accuracy: 0.9936
Epoch 63/100

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12505/12505 [==============================] - 7s 593us/step - loss: 0.0257 - accuracy: 0.9939

12505/12505 [==============================] - 8s 642us/step - loss: 0.0257 - accuracy: 0.9939 - val_loss: 0.0406 - val_accuracy: 0.9886
Epoch 64/100

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12505/12505 [==============================] - 7s 596us/step - loss: 0.0198 - accuracy: 0.9943

12505/12505 [==============================] - 8s 646us/step - loss: 0.0198 - accuracy: 0.9943 - val_loss: 0.0479 - val_accuracy: 0.9938
Epoch 65/100

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12505/12505 [==============================] - 7s 594us/step - loss: 0.0225 - accuracy: 0.9936

12505/12505 [==============================] - 8s 644us/step - loss: 0.0225 - accuracy: 0.9936 - val_loss: 0.0190 - val_accuracy: 0.9936
Epoch 66/100

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12505/12505 [==============================] - 7s 597us/step - loss: 0.0296 - accuracy: 0.9935

12505/12505 [==============================] - 8s 647us/step - loss: 0.0296 - accuracy: 0.9935 - val_loss: 0.0592 - val_accuracy: 0.9937
Epoch 67/100

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12505/12505 [==============================] - 7s 595us/step - loss: 0.0291 - accuracy: 0.9936

12505/12505 [==============================] - 8s 645us/step - loss: 0.0291 - accuracy: 0.9936 - val_loss: 0.0206 - val_accuracy: 0.9938
Epoch 68/100

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12505/12505 [==============================] - 7s 586us/step - loss: 0.0172 - accuracy: 0.9936

12505/12505 [==============================] - 8s 636us/step - loss: 0.0172 - accuracy: 0.9936 - val_loss: 0.2807 - val_accuracy: 0.9936
Epoch 69/100

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12505/12505 [==============================] - 7s 591us/step - loss: 0.0545 - accuracy: 0.9937

12505/12505 [==============================] - 8s 641us/step - loss: 0.0545 - accuracy: 0.9937 - val_loss: 0.0478 - val_accuracy: 0.9937
Epoch 70/100

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12505/12505 [==============================] - 7s 588us/step - loss: 0.0208 - accuracy: 0.9939

12505/12505 [==============================] - 8s 638us/step - loss: 0.0208 - accuracy: 0.9939 - val_loss: 0.0344 - val_accuracy: 0.9936
Epoch 71/100

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12505/12505 [==============================] - 7s 592us/step - loss: 0.0257 - accuracy: 0.9935

12505/12505 [==============================] - 8s 641us/step - loss: 0.0257 - accuracy: 0.9935 - val_loss: 0.0258 - val_accuracy: 0.9938
Epoch 72/100

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12505/12505 [==============================] - 7s 593us/step - loss: 0.0181 - accuracy: 0.9934

12505/12505 [==============================] - 8s 642us/step - loss: 0.0181 - accuracy: 0.9934 - val_loss: 0.0487 - val_accuracy: 0.9937
Epoch 73/100

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12505/12505 [==============================] - 7s 598us/step - loss: 0.9954 - accuracy: 0.9937

12505/12505 [==============================] - 8s 648us/step - loss: 0.9954 - accuracy: 0.9937 - val_loss: 0.0618 - val_accuracy: 0.9937
Epoch 74/100

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12505/12505 [==============================] - 7s 590us/step - loss: 0.0180 - accuracy: 0.9938

12505/12505 [==============================] - 8s 640us/step - loss: 0.0180 - accuracy: 0.9938 - val_loss: 0.0250 - val_accuracy: 0.9938
Epoch 75/100

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12505/12505 [==============================] - 8s 600us/step - loss: 0.0379 - accuracy: 0.9939

12505/12505 [==============================] - 8s 650us/step - loss: 0.0379 - accuracy: 0.9939 - val_loss: 0.0340 - val_accuracy: 0.9937
Epoch 76/100

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12505/12505 [==============================] - 7s 591us/step - loss: 0.0423 - accuracy: 0.9938

12505/12505 [==============================] - 8s 642us/step - loss: 0.0424 - accuracy: 0.9938 - val_loss: 0.0335 - val_accuracy: 0.9939
Epoch 77/100

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12505/12505 [==============================] - 7s 599us/step - loss: 0.0415 - accuracy: 0.9935

12505/12505 [==============================] - 8s 650us/step - loss: 0.0415 - accuracy: 0.9935 - val_loss: 0.0655 - val_accuracy: 0.9935
Epoch 78/100

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12505/12505 [==============================] - 7s 596us/step - loss: 0.0838 - accuracy: 0.9938

12505/12505 [==============================] - 8s 645us/step - loss: 0.0838 - accuracy: 0.9938 - val_loss: 0.0972 - val_accuracy: 0.9937
Epoch 79/100

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12505/12505 [==============================] - 8s 642us/step - loss: 0.0205 - accuracy: 0.9938 - val_loss: 0.0726 - val_accuracy: 0.9937
Epoch 80/100

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12505/12505 [==============================] - 7s 596us/step - loss: 0.0248 - accuracy: 0.9938

12505/12505 [==============================] - 8s 646us/step - loss: 0.0248 - accuracy: 0.9938 - val_loss: 0.0127 - val_accuracy: 0.9935
Epoch 81/100

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12505/12505 [==============================] - 7s 594us/step - loss: 0.0338 - accuracy: 0.9939

12505/12505 [==============================] - 8s 643us/step - loss: 0.0338 - accuracy: 0.9939 - val_loss: 0.0486 - val_accuracy: 0.9938
Epoch 82/100

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12505/12505 [==============================] - 8s 642us/step - loss: 0.0199 - accuracy: 0.9936 - val_loss: 0.0979 - val_accuracy: 0.9934
Epoch 83/100

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12505/12505 [==============================] - 7s 597us/step - loss: 0.0388 - accuracy: 0.9937

12505/12505 [==============================] - 8s 648us/step - loss: 0.0388 - accuracy: 0.9937 - val_loss: 0.0663 - val_accuracy: 0.9937
Epoch 84/100

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12505/12505 [==============================] - 7s 587us/step - loss: 0.0926 - accuracy: 0.9932

12505/12505 [==============================] - 8s 637us/step - loss: 0.0926 - accuracy: 0.9932 - val_loss: 0.0662 - val_accuracy: 0.9928
Epoch 85/100

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12505/12505 [==============================] - 7s 594us/step - loss: 0.0304 - accuracy: 0.9934

12505/12505 [==============================] - 8s 644us/step - loss: 0.0304 - accuracy: 0.9934 - val_loss: 0.0236 - val_accuracy: 0.9935
Epoch 86/100

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12505/12505 [==============================] - 7s 593us/step - loss: 0.0197 - accuracy: 0.9935

12505/12505 [==============================] - 8s 643us/step - loss: 0.0197 - accuracy: 0.9935 - val_loss: 0.0212 - val_accuracy: 0.9937
Epoch 87/100

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12505/12505 [==============================] - 7s 589us/step - loss: 3.8742 - accuracy: 0.9937

12505/12505 [==============================] - 8s 639us/step - loss: 3.8743 - accuracy: 0.9937 - val_loss: 0.0828 - val_accuracy: 0.9935
Epoch 88/100

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12505/12505 [==============================] - 7s 597us/step - loss: 2.7001 - accuracy: 0.9937

12505/12505 [==============================] - 8s 645us/step - loss: 2.7001 - accuracy: 0.9937 - val_loss: 0.1466 - val_accuracy: 0.9936
Epoch 89/100

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12505/12505 [==============================] - 7s 592us/step - loss: 0.0336 - accuracy: 0.9938

12505/12505 [==============================] - 8s 641us/step - loss: 0.0336 - accuracy: 0.9938 - val_loss: 0.1410 - val_accuracy: 0.9938
Epoch 90/100

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12505/12505 [==============================] - 7s 593us/step - loss: 0.0533 - accuracy: 0.9938

12505/12505 [==============================] - 8s 642us/step - loss: 0.0533 - accuracy: 0.9938 - val_loss: 0.1634 - val_accuracy: 0.9937
Epoch 91/100

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12505/12505 [==============================] - 8s 610us/step - loss: 0.0382 - accuracy: 0.9938

12505/12505 [==============================] - 8s 661us/step - loss: 0.0382 - accuracy: 0.9938 - val_loss: 0.1130 - val_accuracy: 0.9936
Epoch 92/100

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12505/12505 [==============================] - 7s 592us/step - loss: 0.0169 - accuracy: 0.9939

12505/12505 [==============================] - 8s 642us/step - loss: 0.0169 - accuracy: 0.9939 - val_loss: 0.1013 - val_accuracy: 0.9939
Epoch 93/100

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12505/12505 [==============================] - 7s 594us/step - loss: 0.0235 - accuracy: 0.9938

12505/12505 [==============================] - 8s 644us/step - loss: 0.0235 - accuracy: 0.9938 - val_loss: 0.0571 - val_accuracy: 0.9937
Epoch 94/100

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12505/12505 [==============================] - 7s 587us/step - loss: 0.8959 - accuracy: 0.9934

12505/12505 [==============================] - 8s 637us/step - loss: 0.8963 - accuracy: 0.9934 - val_loss: 0.0744 - val_accuracy: 0.9936
Epoch 95/100

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12505/12505 [==============================] - 7s 590us/step - loss: 0.1107 - accuracy: 0.9922

12505/12505 [==============================] - 8s 639us/step - loss: 0.1107 - accuracy: 0.9922 - val_loss: 0.0950 - val_accuracy: 0.9930
Epoch 96/100

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12505/12505 [==============================] - 7s 598us/step - loss: 0.0321 - accuracy: 0.9929

12505/12505 [==============================] - 8s 647us/step - loss: 0.0321 - accuracy: 0.9929 - val_loss: 0.0970 - val_accuracy: 0.9936
Epoch 97/100

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12505/12505 [==============================] - 7s 587us/step - loss: 0.0180 - accuracy: 0.9938

12505/12505 [==============================] - 8s 636us/step - loss: 0.0180 - accuracy: 0.9938 - val_loss: 0.0463 - val_accuracy: 0.9937
Epoch 98/100

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12505/12505 [==============================] - 7s 595us/step - loss: 0.3122 - accuracy: 0.9938

12505/12505 [==============================] - 8s 645us/step - loss: 0.3122 - accuracy: 0.9938 - val_loss: 0.0295 - val_accuracy: 0.9938
Epoch 99/100

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12505/12505 [==============================] - 8s 607us/step - loss: 0.0448 - accuracy: 0.9935

12505/12505 [==============================] - 8s 658us/step - loss: 0.0448 - accuracy: 0.9935 - val_loss: 0.0515 - val_accuracy: 0.9921
Epoch 100/100

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12188/12505 [============================>.] - ETA: 0s - loss: 0.0312 - accuracy: 0.9935
12272/12505 [============================>.] - ETA: 0s - loss: 0.0312 - accuracy: 0.9935
12354/12505 [============================>.] - ETA: 0s - loss: 0.0312 - accuracy: 0.9935
12435/12505 [============================>.] - ETA: 0s - loss: 0.0311 - accuracy: 0.9935
12505/12505 [==============================] - 7s 597us/step - loss: 0.0311 - accuracy: 0.9935

12505/12505 [==============================] - 8s 648us/step - loss: 0.0311 - accuracy: 0.9935 - val_loss: 0.0340 - val_accuracy: 0.9926
model %>% evaluate(as.matrix(kdd_test_x_ohe), as.matrix(kdd_test_y_ohe))

   1/1544 [..............................] - ETA: 16s - loss: 0.0376 - accuracy: 1.0000
 131/1544 [=>............................] - ETA: 0s - loss: 0.0916 - accuracy: 0.9750 
 253/1544 [===>..........................] - ETA: 0s - loss: 0.0848 - accuracy: 0.9732
 379/1544 [======>.......................] - ETA: 0s - loss: 0.0631 - accuracy: 0.9810
 505/1544 [========>.....................] - ETA: 0s - loss: 0.0669 - accuracy: 0.9814
 635/1544 [===========>..................] - ETA: 0s - loss: 0.0539 - accuracy: 0.9849
 767/1544 [=============>................] - ETA: 0s - loss: 0.0446 - accuracy: 0.9875
 899/1544 [================>.............] - ETA: 0s - loss: 0.0381 - accuracy: 0.9893
1034/1544 [===================>..........] - ETA: 0s - loss: 0.0331 - accuracy: 0.9907
1166/1544 [=====================>........] - ETA: 0s - loss: 0.0328 - accuracy: 0.9910
1299/1544 [========================>.....] - ETA: 0s - loss: 0.0295 - accuracy: 0.9919
1431/1544 [==========================>...] - ETA: 0s - loss: 0.0271 - accuracy: 0.9926
1544/1544 [==============================] - 1s 384us/step - loss: 0.0275 - accuracy: 0.9928

1544/1544 [==============================] - 1s 384us/step - loss: 0.0275 - accuracy: 0.9928
      loss   accuracy 
0.02748905 0.99283385 
predictions = model %>% predict(as.matrix(kdd_test_x_ohe))
# Convert column names and object class to evaluate performance
colnames(predictions) = colnames(kdd_test_y_ohe)
predictions = as.data.frame(predictions)
kdd_test_y_ohe = as.data.frame(kdd_test_y_ohe)
predictions = predictions %>% rename("dos" = "eventCategory_dos",
                                     "normal" = "eventCategory_normal",
                                     "probe" = "eventCategory_probe",
                                     "r21" = "eventCategory_r21",
                                     "u2r" = "eventCategory_u2r")
kdd_test_y_ohe = kdd_test_y_ohe %>% rename("dos" = "eventCategory_dos",
                                           "normal" = "eventCategory_normal",
                                           "probe" = "eventCategory_probe",
                                           "r21" = "eventCategory_r21",
                                           "u2r" = "eventCategory_u2r")
# Generate CrossTable and AUC
w <- which(predictions==apply(predictions[,], 1, max), arr.ind = TRUE)
predictions_ct <- toupper(names(round(predictions))[w[order(w[,1]),2]])
w2 <- which(kdd_test_y_ohe==apply(kdd_test_y_ohe[,], 1, max), arr.ind = TRUE)
kdd_test_y_ct <- toupper(names(kdd_test_y_ohe)[w2[order(w2[,1]),2]])
CrossTable(predictions_ct, kdd_test_y_ct, prop.chisq=FALSE, prop.t=FALSE,
           dnn=c("predicted","actual"))

 
   Cell Contents
|-------------------------|
|                       N |
|           N / Row Total |
|           N / Col Total |
|-------------------------|

 
Total Observations in Table:  49399 

 
             | actual 
   predicted |       DOS |    NORMAL |     PROBE |       R21 |       U2R | Row Total | 
-------------|-----------|-----------|-----------|-----------|-----------|-----------|
         DOS |     38886 |         1 |         1 |         1 |         0 |     38889 | 
             |     1.000 |     0.000 |     0.000 |     0.000 |     0.000 |     0.787 | 
             |     0.993 |     0.000 |     0.002 |     0.009 |     0.000 |           | 
-------------|-----------|-----------|-----------|-----------|-----------|-----------|
      NORMAL |       256 |      9702 |         4 |        59 |         5 |     10026 | 
             |     0.026 |     0.968 |     0.000 |     0.006 |     0.000 |     0.203 | 
             |     0.007 |     0.997 |     0.010 |     0.527 |     1.000 |           | 
-------------|-----------|-----------|-----------|-----------|-----------|-----------|
       PROBE |         3 |        23 |       405 |         0 |         0 |       431 | 
             |     0.007 |     0.053 |     0.940 |     0.000 |     0.000 |     0.009 | 
             |     0.000 |     0.002 |     0.988 |     0.000 |     0.000 |           | 
-------------|-----------|-----------|-----------|-----------|-----------|-----------|
         R21 |         0 |         1 |         0 |        52 |         0 |        53 | 
             |     0.000 |     0.019 |     0.000 |     0.981 |     0.000 |     0.001 | 
             |     0.000 |     0.000 |     0.000 |     0.464 |     0.000 |           | 
-------------|-----------|-----------|-----------|-----------|-----------|-----------|
Column Total |     39145 |      9727 |       410 |       112 |         5 |     49399 | 
             |     0.792 |     0.197 |     0.008 |     0.002 |     0.000 |           | 
-------------|-----------|-----------|-----------|-----------|-----------|-----------|

 
auc(multiclass.roc(kdd_test_y$eventCategory, predictions))
Multi-class area under the curve: 0.9559
---
title: "KDD 1999 Cup Project"
output: html_notebook
---

# Data Preprocessing

### Libraries

```{r}
# Others
library(caret)
library(doParallel)
library(dplyr)
library(forcats)
library(ggplot2)
library(gmodels)
library(pROC)
# ANN
library(data.table)
library(keras)
library(mltools)
library(tfruns)
```

### Other Options
```{r}
options(scipen=10000)
install_keras(method="conda", envname="r", tensorflow="gpu")
```


### Data Load

```{r}
kdd_header = read.csv("D:/Programming/git/CSC532-Intro-To-Machine-Learning/99_final/data/header.csv",header=FALSE)
kdd_header = as.character(unlist(kdd_header[1,]))

kdd = read.csv("D:/Programming/git/CSC532-Intro-To-Machine-Learning/99_final/data/kddcup_10percent.csv", 
               header=FALSE,
               stringsAsFactors=TRUE,
               col.names=kdd_header)
```

### Data Cleaning

Convert discrete variables
```{r}
kdd$land = as.factor(kdd$land)
levels(kdd$land) = list("other"=0, "same"=1)

kdd$logged_in = as.factor(kdd$logged_in)
levels(kdd$logged_in) = list("fail"=0, "success"=1)

kdd$root_shell = as.factor(kdd$root_shell)
levels(kdd$root_shell) = list("nonroot"=0, "root"=1)

kdd$su_attempted = as.factor(kdd$su_attempted)
levels(kdd$su_attempted) = list("no"=0, "yes"=1)

kdd$is_hot_login = as.factor(kdd$is_hot_login)
levels(kdd$is_hot_login) = list("no"=0, "yes"=1)

kdd$is_guest_login = as.factor(kdd$is_guest_login)
levels(kdd$is_guest_login) = list("no"=0, "yes"=1)
```

Clean target variable
```{r}
levels(kdd$eventType) = gsub("\\.", "", levels(kdd$eventType))
```

Drop column with no variance
```{r}
kdd$num_outbound_cmds = NULL
```

Drop nulls - there shouldn't be any
```{r}
colSums(is.na(kdd))
kdd = kdd[complete.cases(kdd),]
colSums(is.na(kdd))
```

Add new target variable
```{r}
kdd = kdd %>% mutate(eventCategory = case_when(eventType %in% c("back","land","neptune",
                                                                "pod","smurf","teardrop") ~ "dos",
                                               eventType %in% c("buffer_overflow","loadmodule",
                                                                "perl","rootkit") ~ "u2r",
                                               eventType %in% c("ftp_write","guess_passwd","imap",
                                                                "multihop","phf","spy","warezclient",
                                                                "warezmaster") ~ "r21",
                                               eventType %in% c("ipsweep","nmap","portsweep",
                                                                "satan") ~ "probe",
                                               TRUE ~ "normal"))
kdd$eventCategory = as.factor(kdd$eventCategory)
```

# Data Exploration and Additional Processing

Correlation Matrix
```{r}
get_upper_matrix <- function(matrix){
  matrix[lower.tri(matrix)] <- NA
  return(matrix)
}
corr_mat = melt(get_upper_matrix(cor(kdd[sapply(kdd,is.numeric)])))
ggplot(data = corr_mat, aes(x=Var1, y=Var2, fill=value)) + 
  geom_tile(color="white") +
  scale_fill_gradient2(midpoint=0,limit=c(-1,1)) +
  theme(axis.text.x=element_text(angle=90, vjust=.5, hjust=1))
```

Correlation measures
```{r}
corr_filt = corr_mat[abs(corr_mat$value) > .9 & 
                       abs(corr_mat$value) < 1 & 
                       !is.na(corr_mat$value),]
corr_filt[order(corr_filt$Var1),]
```

Drop columns for high correlation
```{r}
kdd$num_compromised = NULL
kdd$serror_rate = NULL
kdd$rerror_rate = NULL
kdd$srv_serror_rate = NULL
kdd$srv_rerror_rate = NULL
kdd$srv_count = NULL
kdd$dst_host_srv_rerror_rate = NULL
kdd$dst_host_same_srv_rate = NULL
kdd$dst_host_srv_serror_rate = NULL
kdd$is_hot_login = NULL
```

Recheck correlation matrix
```{r}
corr_mat = melt(get_upper_matrix(cor(kdd[sapply(kdd,is.numeric)])))
ggplot(data = corr_mat, aes(x=Var1, y=Var2, fill=value)) + 
  geom_tile(color="white") +
  scale_fill_gradient2(midpoint=0,limit=c(-1,1)) +
  theme(axis.text.x=element_text(angle=90, vjust=.5, hjust=1))
```


Drop additional columns
```{r}
# Do not use due to more severe class imbalance
kdd$eventType = NULL

# Do not use due to high levels
kdd$service = NULL
```

### Categoric Variables

```{r}
## protocol_type
as.data.frame(sort(table(kdd$protocol_type)))
ggplot(kdd, mapping=aes(x=fct_rev(fct_infreq(protocol_type)))) +
  geom_bar(stat="count", fill="steelblue") +
  xlab("protocol type") +
  ylab("count of protocol types") +
  scale_y_continuous(n.breaks=10) +
  theme_minimal() +
  coord_flip()

### flag
as.data.frame(sort(table(kdd$flag)))
ggplot(kdd, mapping=aes(x=fct_rev(fct_infreq(flag)))) +
  geom_bar(stat="count", fill="steelblue") +
  xlab("flag type") +
  ylab("count of flags") +
  scale_y_continuous(n.breaks=10) +
  theme_minimal() +
  coord_flip()

## eventCategory
as.data.frame(sort(table(kdd$eventCategory)))
ggplot(kdd, mapping=aes(x=fct_rev(fct_infreq(eventCategory)))) +
  geom_bar(stat="count", fill="steelblue") +
  xlab("event type") +
  ylab("count of event types") +
  scale_y_continuous(n.breaks=10) +
  theme_minimal() +
  coord_flip()

## land
as.data.frame(sort(table(kdd$land)))
ggplot(kdd, mapping=aes(x=fct_rev(fct_infreq(land)))) +
  geom_bar(stat="count", fill="steelblue") +
  xlab("land type") +
  ylab("count of land type") +
  scale_y_continuous(n.breaks=10) +
  theme_minimal() +
  coord_flip()

## logged in
as.data.frame(sort(table(kdd$logged_in)))
ggplot(kdd, mapping=aes(x=fct_rev(fct_infreq(logged_in)))) +
  geom_bar(stat="count", fill="steelblue") +
  xlab("logged in status") +
  ylab("count of logged in status") +
  scale_y_continuous(n.breaks=10) +
  theme_minimal() +
  coord_flip()

## root shell
as.data.frame(sort(table(kdd$root_shell)))
ggplot(kdd, mapping=aes(x=fct_rev(fct_infreq(root_shell)))) +
  geom_bar(stat="count", fill="steelblue") +
  xlab("shell level") +
  ylab("count of shell level") +
  scale_y_continuous(n.breaks=10) +
  theme_minimal() +
  coord_flip()

## su attempt
as.data.frame(sort(table(kdd$su_attempted)))
ggplot(kdd, mapping=aes(x=fct_rev(fct_infreq(su_attempted)))) +
  geom_bar(stat="count", fill="steelblue") +
  xlab("su attempt") +
  ylab("count of su attempt") +
  scale_y_continuous(n.breaks=10) +
  theme_minimal() +
  coord_flip()

## guest login
as.data.frame(sort(table(kdd$is_guest_login)))
ggplot(kdd, mapping=aes(x=fct_rev(fct_infreq(is_guest_login)))) +
  geom_bar(stat="count", fill="steelblue") +
  xlab("guest login") +
  ylab("count of guest login") +
  scale_y_continuous(n.breaks=10) +
  theme_minimal() +
  coord_flip()
```

Numeric Variables
```{r}
colfunc = colorRampPalette(c("orange2","orangered4"))

boxplot(duration~eventCategory, data=kdd,
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

boxplot(src_bytes~eventCategory, data=kdd,
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

boxplot(dst_bytes~eventCategory, data=kdd, 
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

boxplot(count~eventCategory, data=kdd, 
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

boxplot(dst_host_count~eventCategory, data=kdd, 
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

boxplot(dst_host_srv_count~eventCategory, data=kdd, 
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

boxplot(hot~eventCategory, data=kdd, 
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

boxplot(num_file_creations~eventCategory, data=kdd, 
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

boxplot(same_srv_rate~eventCategory, data=kdd, 
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

boxplot(diff_srv_rate~eventCategory, data=kdd, 
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

boxplot(dst_host_diff_srv_rate~eventCategory, data=kdd, 
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

boxplot(dst_host_same_src_port_rate~eventCategory, data=kdd, 
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

boxplot(dst_host_srv_diff_host_rate~eventCategory, data=kdd, 
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

boxplot(dst_host_serror_rate~eventCategory, data=kdd, 
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)

boxplot(dst_host_rerror_rate~eventCategory, data=kdd, 
        col=colfunc(length(levels(kdd$eventCategory))),
        outline=FALSE)
```


# Data Analysis

### Training and Test data
```{r}
set.seed(1)
train_index = createDataPartition(kdd$eventCategory, p=0.9, list=FALSE)
kdd_test_x = as.data.frame(kdd[-train_index,-30])
kdd_test_y = as.data.frame(kdd[-train_index, 30])
colnames(kdd_test_y)[1] = "eventCategory"
kdd_train = kdd[train_index,]

val_index = createDataPartition(kdd_train$eventCategory, p=0.1, list=FALSE)
kdd_val_x = as.data.frame(kdd_train[val_index,-30])
kdd_val_y = as.data.frame(kdd_train[val_index, 30])
colnames(kdd_val_y)[1] = "eventCategory"
kdd_train_x = kdd_train[-val_index,-30]
kdd_train_y = kdd_train[-val_index, 30]
```

### Naive Bayes
```{r}
set.seed(1)
cl = makePSOCKcluster(detectCores(logical=FALSE))
registerDoParallel(cl)
kdd_nb = caret::train(kdd_train_x, kdd_train_y, 
                      method="nb",
                      trControl=trainControl(method="cv",
                                             number=8,
                                             sampling="down",
                                             allowParallel=TRUE,
                                             classProbs=TRUE,
                                             savePredictions=TRUE))
probs_nb = predict(kdd_nb, kdd_test_x, type="prob")
raw_nb = predict(kdd_nb, kdd_test_x, type="raw")
stopCluster(cl)

CrossTable(raw_nb, kdd_test_y$eventCategory, prop.chisq=FALSE, prop.t=FALSE,
           dnn=c("predicted","actual"))
auc(multiclass.roc(kdd_test_y$eventCategory, probs_nb))
```

### Random Forest
```{r}
set.seed(1)
cl = makePSOCKcluster(detectCores(logical=FALSE))
registerDoParallel(cl)
kdd_rf = caret::train(kdd_train_x,kdd_train_y,
                      method="rf",
                      trControl=trainControl(method="cv",
                                             number=10,
                                             sampling="down",
                                             allowParallel=TRUE,
                                             savePredictions=TRUE,
                                             classProbs=TRUE,
                                             verboseIter=TRUE),
                      ntree=15)
probs_rf = predict(kdd_rf, kdd_test_x, type="prob")
raw_rf = predict(kdd_rf, kdd_test_x, type="raw")
stopCluster(cl)

CrossTable(raw_rf, kdd_test_y$eventCategory, prop.chisq=FALSE, prop.t=FALSE,
           dnn=c("predicted","actual"))
auc(multiclass.roc(as.factor(kdd_test_y$eventCategory), probs_rf))
varImp(kdd_rf)
```

### Artificial Neural Network

*NOTE*: Tensorflow run is not setup to run all parameters, it can take 12 or more hours
```{r}
# One Hot Encoding
set.seed(1)
kdd_train_y_df = as.data.frame(kdd_train_y)
colnames(kdd_train_y_df)[1] = "eventCategory"

kdd_train_y_ohe = as.data.frame(one_hot(as.data.table(kdd_train_y_df)))
kdd_train_x_ohe = as.data.frame(one_hot(as.data.table(kdd_train_x)))
kdd_val_y_ohe = as.data.frame(one_hot(as.data.table(kdd_val_y)))
kdd_val_x_ohe = as.data.frame(one_hot(as.data.table(kdd_val_x)))
kdd_test_y_ohe = as.data.frame(one_hot(as.data.table(kdd_test_y)))
kdd_test_x_ohe = as.data.frame(one_hot(as.data.table(kdd_test_x)))

# Modeling
# nodes=8,32,64;lr=.1,.01,.001;batch=32,50,100;epoch=50,100;activation=relu,sigmoid,tanh
cl = makePSOCKcluster(detectCores(logical=FALSE))
registerDoParallel(cl)
runs <- tuning_run("D:/Programming/git/CSC532-Intro-To-Machine-Learning/99_final/kdd_hyper.R", 
                   flags = list(nodes=c(32),
                                learning_rate=c(0.001), 
                                batch_size=c(32),
                                epochs=c(100),
                                activation=c("relu"))
                   )
stopCluster(cl)
runs
view_run(runs$run_dir[which.max(runs$metric_val_accuracy)])

# Model Evaluation
model <- keras_model_sequential() %>%
  layer_dense(units=32, activation="relu", input_shape=dim(kdd_train_x_ohe)[2]) %>%
  layer_dense(units=32, activation="relu") %>% 
  layer_dense(units=5, activation='softmax') # 5 category classifiers
model %>% compile(optimizer = optimizer_adam(lr=.001), 
                  loss = 'categorical_crossentropy',
                  metrics = c('accuracy'))
model %>% fit(as.matrix(kdd_train_x_ohe), as.matrix(kdd_train_y_ohe), 
              batch_size=32,
              epochs=100, 
              validation_data=list(as.matrix(kdd_val_x_ohe), as.matrix(kdd_val_y_ohe))
)
model %>% evaluate(as.matrix(kdd_test_x_ohe), as.matrix(kdd_test_y_ohe))
predictions = model %>% predict(as.matrix(kdd_test_x_ohe))

# Convert column names and object class to evaluate performance
colnames(predictions) = colnames(kdd_test_y_ohe)
predictions = as.data.frame(predictions)
kdd_test_y_ohe = as.data.frame(kdd_test_y_ohe)
predictions = predictions %>% rename("dos" = "eventCategory_dos",
                                     "normal" = "eventCategory_normal",
                                     "probe" = "eventCategory_probe",
                                     "r21" = "eventCategory_r21",
                                     "u2r" = "eventCategory_u2r")
kdd_test_y_ohe = kdd_test_y_ohe %>% rename("dos" = "eventCategory_dos",
                                           "normal" = "eventCategory_normal",
                                           "probe" = "eventCategory_probe",
                                           "r21" = "eventCategory_r21",
                                           "u2r" = "eventCategory_u2r")
# Generate CrossTable and AUC
w <- which(predictions==apply(predictions[,], 1, max), arr.ind = TRUE)
predictions_ct <- toupper(names(round(predictions))[w[order(w[,1]),2]])
w2 <- which(kdd_test_y_ohe==apply(kdd_test_y_ohe[,], 1, max), arr.ind = TRUE)
kdd_test_y_ct <- toupper(names(kdd_test_y_ohe)[w2[order(w2[,1]),2]])

CrossTable(predictions_ct, kdd_test_y_ct, prop.chisq=FALSE, prop.t=FALSE,
           dnn=c("predicted","actual"))
auc(multiclass.roc(kdd_test_y$eventCategory, predictions))
```


